{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Introduction\n",
    "This tutorial shows how to set up and run Mandel's consolidation problem based\n",
    "on the Biot equations of poroelasticity.\n",
    "\n",
    "Other [examples](https://github.com/pmgbergen/porepy/tree/develop/examples) can be run in a similar fashion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Mandel's problem\n",
    "\n",
    "Unlike the general poromechanical model provided in PorePy that considers a compressible\n",
    "fluid, Mandel's problem follows the Biot equations, which is based on the assumption\n",
    "of slight fluid compressibility.\n",
    "\n",
    "The mixer class for this verification is therefore based on the derived model class\n",
    "`BiotPoromechanics` (see `porepy.models.derived_models.biot`), a subclass of\n",
    "the full poromechanical model `Poromechanics` (see `porepy.models.poromechanics`).\n",
    "\n",
    "Let us first import the mixer class `MandelSetup`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
     ]
    }
   ],
   "source": [
    "import porepy as pp\n",
    "\n",
    "from porepy.examples.mandel_biot import MandelSetup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Now, it is simply a matter of setting up the model parameters. In this example, we\n",
    "will use real physical parameters. For the user's convenience, the `mandel_biot.py`\n",
    "module contains suggested physical constants for the fluid and the solid (the same\n",
    "physical parameters employed in [3]).\n",
    "\n",
    "Let's import them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "from porepy.examples.mandel_biot import mandel_fluid_constants, mandel_solid_constants"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "and set the model parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# Set material constants\n",
    "material_constants = {\n",
    "    \"solid\": pp.SolidConstants(mandel_solid_constants),\n",
    "    \"fluid\": pp.FluidConstants(mandel_fluid_constants),\n",
    "}\n",
    "\n",
    "# Set scaling\n",
    "scaling = {\"m\": 1e-3}\n",
    "units = pp.Units(**scaling)\n",
    "\n",
    "# Create time manager\n",
    "time_manager = pp.TimeManager(\n",
    "    schedule=[0, 1e2, 1e3, 5e3, 1e4],  # [s]\n",
    "    dt_init=100,  # [s]\n",
    "    constant_dt=True,  # [s]\n",
    ")\n",
    "\n",
    "# Set mesh size (only mesh_size_bound is used).\n",
    "ls = 1 / units.m  # length scaling\n",
    "mesh_arguments = {\"cell_size\": 50.0 * ls}\n",
    "\n",
    "# Create model params\n",
    "model_params = {\n",
    "    \"material_constants\": material_constants,\n",
    "    \"meshing_arguments\": mesh_arguments,\n",
    "    \"time_manager\": time_manager,\n",
    "    \"plot_results\": True,\n",
    "    \"units\": units,\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Note that we introduced a length scaling via the `pp.Units` class, where we specify a\n",
    "factor of `1e-3`, thus effectively measuring length in _millimeters_. Defining a\n",
    "properly scaled problem can have positive consequences for the conditioning of the\n",
    "linear system. Note that other base magnitudes can also be scaled analogously.\n",
    "\n",
    "Finally, let's run the verification setup:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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ZcOqBWR2cvPPn7kpa7Gq2DAL/+W7bXms/aWLmbufu2nm/LxAIULJtGxmZmXvc967U/P0j/7usZK+1/2B8Rhfvcxfq6Mp593Lseyu377X2mWOHhK2OYDDI9u3b+WprkIy4aPKS4kiIcDElL42jc1MpqW1gQ2UttV5fp8/7weode639uNFpIdfcdmznD+3Sz9HHa8v2Wv8xI1O/d94uFMGumoOBAGVlZaSmpmLs5fdMV/9/bfYH8QeClNV5KKny0NQcwOmwkRjlJMJpp9kfpDkQwB8I4ms51ucP0NQcaDtHU7P5eRW+fVypY067wZC4CDLjI0mPjyArMZL81BjyU6PJS40hPlIv1kVE+hqFhxCNHBLLH2eP4+23C5k1a1zY3iFZsa2aNdtr93ixYxgwKj2WP50xKSzX6ClrttfutfYHzzowbNcx35nayqxZE8J23098YOFea//LOQeF5Ro9ZV+1/+38Q8J2nV3vCB6I0+kkGAxSXuNj7bZ6Squ9ZMZFkxkXTVaSm9HZMcRF7f/XzL5qf3LOoWGrvafsq/6nL5oclmvsuu8Hh/Wd2HeWl/Dzud9iYAYVX3OAHTVNPHbeQXsdsxEIBGlqDtDo89Pgbcbj89Pg9dPo9dPg8+Px+qltaqa6wUdVo5edDT6qG3zsbPBS1eCjvK6JsromfP4gW3c2snVnY4fXSY11Mzo9lonZCUwcmsDE7HjS4ro3IYCIiISHwkMfde2MAvMPumG+U9n6eM30kVaXtl+q3RpW1W4YBqnxLlLjXVTX+1hTXE9xZVPb1pkQ0Z/vO/Tv+h9YsK4tONDyaBjw4Pvr9hoebDbD7KLkspMU7erWdX3+AKW1TWyvbmRblYft1R62VNazsayeDWV17KhpoqzW3D5ZV972dRnxERyWm8RRI1I4uiCFjPjIbl1fRES6R+GhjzpxXAaPnXcQD76/jo1l9eSlRnPN9JGcOC7d6tL2S7Vboy/UHh/tZPLIBKobfKzeWs+23UNEspsx2THERrb/tdMXag9Ff65/U3l9u+5cwSBsLKvv0es67TayEiLJSojk4GHtn6/1+NhQVs+KbdV8V1TFd0XVrCutpaTaw+tLtvH6km0AFKTF8INx6fxgfAaj02O7NCGDiIh0ncJDH3biuIx+O9WjardGX6k9PsrJYd8PERVNbKtoYnhaJKOzo4lw7TljUF+pvbv6a/25KdEddrnKS22/Mnlvio1wMmloApOGJnDuYWa6qG9q5ruiKj7bUMEn68tZtrWKdaV1rPtgPQ99sJ7clGhOnZTFGYdmq0VCRKSHKDyISI9pCxH1PlYW1bG9ysum0kYKyz0UZEQxIjMKp33vkwxIz+tPXa6i3Q6OHJHCkSNSuPGEUVQ3+PhwTSlvLyvho7VlbCqv588L1vLg+2s5bnQa5x42jGmjUtUaISISRgoPItLj4qOdHDE6kfIaL8u31LKzvpnVxfVsKm1kdFY0w9Mi+/yUnQNVf+5yFR/l5NQDszj1wCzqm5qZv3IHL35VyJebKlmwqpQFq0oZnR7LVceN4AfjMgb8mhQiIr1B4UFEek1KnIup45LYVtnEiqI66j1+vttcy8YdDUwYHktavNvqEgel/trlanfRbkdbkFhfWseLXxUy76tCVm+v5aoXFpOXupbrZozkRxMy1BIhIhKCftdf4J577sEwDK699lqrSxGRbjAMg6zkCGZMSGbi8FhcDoPaRj//W1XFl2urqPf4rS5R+rkRaTHc+qOx/O9Xx3HtjALiI51sLKvn6hcXc+bfvmDFtmqrSxQR6bf6VXj4+uuv+dvf/saECROsLkVEQmSzGeSlRzFzUgp56ebg1m2VTby3pJy3vymlqKzjuf9FOishysW1M0by6S+P5boZI4lw2vhqcyUnPfwpv/nXMqobu76wnYjIYNdvwkNdXR3nnnsuTzzxBImJiVaXIyJh4nLYSInbc62ApuYg32yoYUVhrUVVyUASG+HkmhkFvH/DNH40IYNAEJ7/spATH1jIJ+vKrC5PRKRf6TdjHq688kp++MMfMmPGDO688859HtvU1ERTU1Pb5zU1NYC5QqvPF/53mlrP2RPnlr3TfbdGT9z3VUV1He5fu62B2gYfB+REE+HsN+919Aj9vIcuLdrBn08fz1mHZPHr11dQWNnI+X//ijlH5HDz8SNxOdr/jOm+W6On77v+PUW6zwgGg99fH6jPmTdvHnfddRdff/01ERERTJs2jUmTJvHAAw90ePztt9/O73//+3b7X3jhBaKionq4WhHpqkDaZDA6CAetc4cGmjHqCqGxFA11ld19V2HwzlYbpY2QFgknZgeYmLz/P2tNfvhPoY1Ptps/d8Niglw40k+SxuwPCg0NDZxzzjlUV1cTFxdndTki/UqfDw9FRUUccsghzJ8/v22sw/7CQ0ctD0OHDqW8vLxHfkn4fD7mz5/PzJkzcTqdYT+/dEz33Ro9cd8/XllNbWP7gdLRbhsOu0F1g/lcYrSD8cOiiOtgleqBTj/v7b27YgdXzfsOAwhC2+MjZ03khAOGdOoc768u5eZXl1PjaSYxysmj50zi4GG7usbqvlujp+97TU0NKSkpCg8i3dDn/wIvWrSI0tJSDjrooLZ9fr+fhQsX8sgjj9DU1ITdvudKtW63G7e7/dtHTqezR3/59/T5pWO679YI530fMzSGr9a2nwFn3LBYMhLdbNzRyMrCOnbWN/PJqhrGZMdQkBmFbRBOuamf910e+WhjW2Cg5dEw4C8fb+RHk7I7dY4Tx2dxQFYilz+/iOXFNVzw1CL+3+kTOGVS1h7H6b5bo6fuu/4tRbqvz3cinj59OsuWLWPJkiVt2yGHHMK5557LkiVL2gUHEel/spIimDwynrgoBzYD4qIcHDYynsykCAzDID89ihkTk0lPdBMMwsqiOhYur6S2sdnq0sVCm8rr+X7TeTAIG8vqu3SeoUlRvHTZERw/dghef4Br5i3hyU82hq9QEZEBpM+3PMTGxjJu3Lg99kVHR5OcnNxuv4j0X1lJEWQlRez1+Ui3ncNHxlNU7mHpZnOV6g+WVnBATgz56VFa+GsQyk2JZs322j0ChGFAXmp0l88V5XLw2HkHc/fbq3jy003c+dYqGr1+LpsyLHwFi4gMAH2+5UFEpJVhGOSkRjJ9QjJp8S4CQVi2pY5PVu6k3qNWiMHm2hkFbV2VaHkMBuGa6SO7dT6bzeA3PxzDDTPNr79//loeeH9DmKoVERkY+mV4+Oijj/Y6WFpEBr5It50jRycwKTcWh82gotbHB0srKdTCcoPKieMyeOy8gxidHovbYWN0eiyPnXcwJ45L7/Y5DcPg6ukF/PaHYwD468cbeb9YrVoiIq36fLclEZGOGIZB7pAo0uLdLNpQTUWtj0Ubaiit9jIxNxanvV++NyJddOK4DE4clxH28/5sSh4+f5A/vrOaNwrtTP5mK+cdkRv264iI9Df66yoi/Vp0hJ0pYxMZkx2NARSVe/hwaSU767QIlITm8mn5XDbFDAy3vrGSD1bvsLgiERHrKTyISL9nGAajs2OYckAikS4b9U1+Pl5Rybpt9fTxpWykj7th5ggOTwsQDMLVLyxmzfZaq0sSEbGUwoOIDBjJsS6Om5BMZpI5pevywjo+X11Fky9gdWnSTxmGwem5AQ7LTaTe6+enT39NeV3T/r9QRGSAUngQkQHF5bAxuSCeSbmx2G2wo9rLR8sq1I1Jus1hg0fOmkRuSjTFVY1cM28x/oBatERkcFJ4EJEBp3Uw9dQDkoh222nwBli4opLNpZqNSbonIcrJExccTJTLzv/WV/Dg++usLklExBIKDyIyYMVHO5k2Pon0RHNNiMUba/h2Y43eNZZuGZEWy90/Hg/Awx+sY+HaMosrEhHpfQoPIjKguRw2Dh+ZwNihMQBsKW1k4YpKGpr8Flcm/dGpB2Zx9uQcgkG4/qUlVNZ7rS5JRKRXKTyIyIBnGAajsqI5cnQCLodBVX0zHy6roLxGL/yk63530lhGDomhvM7Lb/61TDN6icigovAgIoPGkAQ3x45PJiHagbc5yP9W7WSLVqWWLopw2vnTGZNw2Az+u3w7/16yzeqSRER6jcKDiAwqUW47U8YmkZnkJhCEbzfUsHxLrd49li4ZlxXP1ccVAHDbv5ezo8ZjcUUiIr1D4UFEBh2H3WByQTyjsqIBWFfSwBdrq/D5tR6EdN4Vx+YzPiueGk8zf3hzpdXliIj0CoUHERmUDMNg7NAYDhkRh82A7Tu9LFyxUwOppdOcdhv/N3s8NgPeXFrCx5p9SUQGAYUHERnUhqZEMmVsEm6njZqGZj5aXklVvRaUk84ZlxXPhUfmAnDr68vx+BQ+RWRgU3gQkUEvKdbJtHFJxEU5aPIF+GTlTkqrm6wuS/qJ648fSUZ8BIWVDfz1ow1WlyMi0qMUHkREMAdSHzM2kZQ4J83+IJ+trqKoXDMxyf7FuB3c+qOxADy+cAMl1fq5EZGBS+FBRKSF02HjyNGJZCW7CQbhm/U1rN1Wr5mYZL9+MC6dycOT8PgC/L9311hdjohIj1F4EBHZjd1mcOiIePLTowBYUVjHUk3lKvthGAa//dEYAF77tpilW6usLUhEpIcoPIiIfI9hGEwYHsu4YTEAbNzeyNfrqwkEFCBk7yZkJzD7wCwA7nxrlQKniAxICg8iIntRkBHNoSPiMQwormjiy3VV+BUgZB9uOnEUboeNrzZV8sm6cqvLEREJO4UHEZF9yE6J4PCRCW1rQXy+uopmvwKEdCwjPpLzDh8GwP3vrVHrg4gMOAoPIiL7kZ7o5sjRidhtBmU1Xv63aifeZq1GLR27fFo+kU47322t5v1VpVaXIyISVgoPIiKdkBrv4ugxCTjtBpV1Pj5duZMmnwKEtJcS4+bCo4YDcP/8tRorIyIDisKDiEgnJcW6mDI2EZfDoLqhmU9WVuLxakVhae/SKXnEuB2sKqnhvZU7rC5HRCRsFB5ERLogPtrJMQckEeGyUdvo55OVO/F4/RRXenh/aQX//nIH7y+toLjSY3WpYqHEaBdzjjTHPjz68QaNfRCRAUPhQUSki2IjHRwzNpFIl406j58Pl1fy1dpqahqaCQShpqGZr9ZWK0AMchcemYvbYeO7oiq+2FhpdTkiImGh8CAi0g3REQ6ObgkQHm/HYx9Wb63v5aqkL0mNdXPGIUMBs/VBRGQgUHgQEemmmJYAsTd1jc29WI30RZcek4fdZrBwbRnLi6utLkdEJGQKDyIiIYiJcBATYe/4uUhHL1cjfc3QpCh+NCEDgCc+2WhxNSIioVN4EBEJ0dicmA73j8mO7uVKpC+6ZEoeAG8tLWFHjcbBiEj/pvAgIhKirKQIJo+M36MFIjrCTlq828KqpK8YlxXPocMTaQ4Eef7LQqvLEREJicKDiEgYZCVFMHNSCtMnJOO0G9R7/Hy5tgq/FggTYM6RwwF44ctCmpq1NoiI9F8KDyIiYRQX5eDI0QnYbQal1V6+WV+tOf6FEw5IJz0ugvK6Jt5eVmJ1OSIi3abwICISZkmxLg4fFY/NgG2VTSzeVKsAMcg57TbOP8JcNO6p/222thgRkRAoPIiI9IC0eDeHFMQDsKW0kRWFdRZXJFY769ChuOw2lm6t1rStItJvKTyIiPSQrKQIDsyLA2BdSQNri7Vo3GCWHOPmhHHpALz4lQZOi0j/pPAgItKDhqdFMq5lKtcVRXVsKW20uCKx0tmHmitO/3vJNhq8WkRQRPofhQcRkR5WkBlNQWYUAIs31bCjqsniisQqh+clMyw5irqmZt5cqoHTItL/KDyIiPSCA4bGkJ0cQTAIX62rprreZ3VJYgGbzeDMltaHeeq6JCL9kMKDiEgvMAyDg/LjSIlz0uwP8tmaKhqbNN//YHTaQdnYbQbfFlaxdket1eWIiHSJwoOISC+x2wwOG5lAbKQdjzfAZ2uq8DUHrC5LellaXATHjU4D4KzHv2DUb//LiQ8s5J3l6sYkIn2fwoOISC9yOWwcOTqRCKeNmoZmvlxbTUCrUA86eSnmGJjKei9NzQHWbK/l53O/VYAQkT5P4UFEpJdFue0c0bIKdVmNl2831mgRuUHmo7Xle3weBAwDHnx/nTUFiYh0ksKDiIgFEqKdHDYyHgMoKvewdluD1SVJL9pc3n7Nj2AQNpZpLRAR6dsUHkRELDIkwc3E3FgAVhbVsa3SY3FF0ltyU6IxvrfPMCAvNdqSekREOkvhQUTEQrlDosgbEgnAN+trNIXrIHHtjAJ276hmYLY8XDN9pFUliYh0isKDiIjFxg+PJTXOhT8Q5Is1VTT5NAPTQHfiuAweO+8gUmJcgDkO5rHzDubEcekWVyYism8KDyIiFrMZBpNHxhMdYafBG+DLtVWagWkQOHFcBvMuPQKAJl+AI/KSLa5IRGT/FB5ERPoAl8PGEaMScNoNKmp9LNmkGZgGgxFpMYxOj6U5EOTdldutLkdEZL8UHkRE+ojYSAeHFsQDsKXMw4btmoFpMJg1PgOAt5ZqjQcR6fsUHkRE+pAhCW7GD4sBYNmWOsqqvRZXJD2tNTz8b305VQ369xaRvk3hQUSkj8lPjyInJQKAr9ZV0dDkt7gi6Um7d116b8UOq8sREdknhQcRkT7GMAwm5cURH+XA2xzkq3XV+DWAekD70QSz9eHNZeq6JCJ9m8KDiEgfZLcZHDYyHqfdYGedj5VbNf5hIFPXJRHpLxQeRET6qOgIB4eMaB1A3UQwIsXiiqSn5KXGMGpILP5AkA/XlFpdjojIXik8iIj0YemJbkZnRwMQjMujuqHZ4oqkp8wcOwRA4x5EpE9TeBAR6eNGZ0WTFucEw8aiDXV4m7UC9UB0/AFmePh4bRkenwbJi0jfpPAQqoAf/F4I9sAf85VvwKNHwp1p5uPKN8J/DRHp8wzDYFJuNDR7aPAG+GZ9tRaQG4DGZ8WTHhdBg9fP5xsqrC5HRKRDDqsL6Pc2f4Lz2VM4BQguMcDm2LXZWx4dkeCOAVc0uGJaPm7ZIhMgKgWiUyAqueUxBQo/h1cuAgwgCDtWwkvnwxnPwdiTrf2eRaTXuRw2jOq1GCkT2FHlZV1JAyMzo60uS8LIMAxmjE1j7heFvLdyB8eOTrO6JBGRdhQeQhXY1f/YIAgBn7mFTXC3RwPe/TXEDIHEYeajYYTxWiLSlxnNDRwwNIplhQ2sLKojOdZJcqzL6rIkjI4fm87cLwpZsGoHdwXGYbPpd7yI9C0KD6HKnYbvho3Mf++/zDzuWJx2A/w+M1QE/GaQ8DWCtw6a6loea3d93rgTGsqhvqLlsRwaK/fSDSoI1UXwj+PNT10xkJwPySPMLanl45QREBHfm3dBRHpJToqbyno/xRVNfL2umuMmJONyqAfqQHF4XjKxbgdltU0s2VrFQTmJVpckIrIHhYdQ2R0QEYfPEQsxaeB0hn7OQAAePQLK1rCr5aGFM8rs2lRdbAaQku/M7fvicyB9HAw5AIaMM7ekXLDZQ69PRCxjGAYH5sZRVVdJfZOfbzfUcNjIeAy1Qg4ILoeNqaNSeXNpCe+v2qHwICJ9jsJDX2SzwbG/Mcc4tI55aH2c/TiMOQmavVC1BSrW77ZtgPJ1ULcdqgvNbc3bu87rjIK0sZB1MGQfYj4m5anrk0g/43TYOLQgno9XVFKys4mNOxrJT4+yuiwJk+NGp/Hm0hI+WlPGTSeMtrocEZE9KDz0VWNPNgdHf/xHqFgHyQUw7VdmcABwuCClwNy+r3GnOcB6x3Jz274cSleBrwGKvzG3r/5mHhuZaIaIrEPMQDH0MIiI673vU0S6JTHGybicWJZtqWX5llqSY50kRIeh5VMsd8zIVABWbKuhtMZDWlyExRWJiOyi8NCXjT25ezMrRSbC8KPMrVXAD5UbzS5OW1sCRMlSM2isX2BuAIYNMibCsKNg+BTIOdycEUpE+pz89EjKarxs39nEV+uqOXZ8Ek67xj/0dykxbiZmx/Pd1mo+WlvGGYcMtbokEZE2Cg+Dhc2+q6Vi/GnmvmYv7FgGxd+agaLoC9i5GbYtNrfPHwEMSB9vBon848xA4oy08jsRkRaGYXBwfhwfLK2g3uPnu021HDJCkyUMBNNGpZnhYU2pwoOI9CkKD4OZw9XSZelgmHyJua+6GLb8DzZ/aj5WrIftS83ti7+AIwKGHQkjZkD+dEgdpTETIhZytYx/+GTFTorKPQxJcDE0RQG/v5s2KpUH31/HJ2vL8fkDalESkT5D4UH2FJ8FE84wN4Da7WaQ2PQxrP8AarbChg/MDSAuG0YcB6NmQd60Xa0SK9+Aj+8xw0fyCJj6Ky1uJ9JDkmNdjMqKZnVxPd9tqiU51kWUWzOr9WcTshNIinZRWe/l2y07OSwv2eqSREQAhQfZn9h0s5vT+NMgGITytbvGSGz+nxkmvn3W3JxRMGI6xGa2DMjW6tgivWVUVjQ7qr3srPOxaEM1R49J1PSt/ZjdZnBMQQqvL9nGh2vKFB5EpM9QO6h0nmGY3ZSOuBLO/xf8cjOc+yocegnEZZmzOa36z66ZnL6/OvbHf7SmbpFBwGYzOCQ/DrvNoLzGx/qSBqtLkhAdOzoNgI/WlFpciYjILgoP0n2uKCiYAT+8D65bAZd+BMfchNni8H1BKFttrqQtIj0iJtLBhOExAKwoqqO63mdxRRKKo0akALB6ey1ltU0WVyMiYlJ4kPAwDMg8EI77LQwZS4cBItAM94+EuafBkhfBU9PrZYoMdMNSI8lIdBMMwtfrq/EHgvv/IumTUmLcjM0w1935bEO5xdWIiJgUHiT8pv6KXatis+sxYZgZINbPh9d/Dv9vBLx8IaxbYK5DISIhMwyDA/PicDtt1Db6WVFYZ3VJEoKjC8zWh0/XKTyISN+g8CDh17o69pADwOE2H8+cC9cuhau+gWm/hpSR4G+CFf+C538Cfz4AFtwO5eusrl6k33M7bRyUZ75jvWF7Azuq1OWlvzq6pevS/9aXEwyqFUlErKfZlqRn7G117JQCmPZLmHqzuXbE4udh2UtQWwKf/tncsifDgefCuJ+AO7b3axcZANIT3eQNiWTjjka+3VjD9AnJuBx6v6i/OXR4Ei67jW3VHjaW15OfGmN1SSIyyOkviVjDMCBjIsy6F25YA2c8CwUngGGHrV/Bf66B+0fDf66F7cusrlakXzogJ5boCDseb4BlW2qtLke6IdJl55DhiYDZ+iAiYjWFB7Geww1jT4FzX4LrV8LMO8xuTd46WPQUPHY0PDkTvpsHPo/V1Yr0Gw67wcH5ZvelwjIP23eq+1J/1Drr0ica9yAifYDCg/Qtselw1DVw5Vcw50044Mdgc5itEf+6DP40Bt77LVRusrpSkX4hOdZFfnoUAIs31uBtDlhckXTVlJZB019sqKDZr38/EbGWwoP0TYYBuVPg9KfhupXmFLDxQ6GxEj57GB46EPsrc0iqW2OufC0iezV2aIzZfcmn7kv90QGZ8cRHOqltamZpcbXV5YjIIKfwIH1f7BBz8blrvoOz/wkjZgBBbGveYsq6u7D/YwYsfQmavVZXKtInqftS/2a3GRyWmwTAlxsrLa5GRAa7sIQHr9dLXl5eOE4lsnc2O4w6Ec57Fa78Cv+BF+A3nNi2fwevXQIPToBP7ocG/XEV+b7kWBcjMtR9qb86PC8ZgC82VlhciYgMdmEJD8FgkM2bN4fjVCKdkzqKwKw/8d64B/BP/TXEDDGne33/DvjzOHj3N1BTYnWVIn3K2KExxKj7Ur/UGh6+2VyJT+MeRMRCnV7nYV8tC4FAAMMw9vq8SE/xOmIJHH099inXwvLX4PO/wI5l8Pkj8NXjMOkccwB2klrGROw2g4Py41i4YieFZR6ykiJIT3RTXOlh9dZ66hqbiYl0MDo7mqykCKvLld2MTo8lPtJJdaOP5cXVHJiTaHVJIjJIdTo8lJWVcffdd5OTk9PuOa/Xy1lnnRXWwkS6xOGGSWfDxLNg/QKz+1Lh57Doafj2WThgNhx9HaSPs7pSEUu1dl9aX9LAkk01jG2OYdGGmrbnaxqa+WptNZNHogDRh9haxj28t3IHX2ysVHgQEct0OjxMmjSJIUOGcMopp7R7rqmpiaBmvJG+wDCgYKa5bfkMPvkTrJ8Py18xt5E/gGm/gsxJVlcqYpkx2TGUVDZR3+Tfa/el1VvrFR76mMPyklvCQwWXT8u3uhwRGaQ6PebhF7/4BcnJyR0+53Q6eeqpp8JWlEhYDDsSznsFLltorheBAWv/C49PhXnnauVqGbQcdoNJebEAeJs7fuOnrrG5N0uSTjg8z5xxSeMeRMRKnQ4Pp59+OtOnT+/4JDYbc+bMCVtRImGVMdFcL+Kqr2H8GYABq980V67+5/mwY4XVFYr0urR4N0NT9t6yEBPZ6YZp6SVj0uOIj3RS7/WzXOs9iIhFuj3b0sKFC/H7/eGsRaRnpRTAT56AK7+EcT8BDFj1Bjx6JLw0B0pXW12hSK8aPywWx17+CozJju7dYmS/bDaDyS3rPXyh9R5ExCLdDg/HHnss1dV650P6odRRcNo/4IrPYeyp5r6Vr8OjR8DrV8I3T5mB4s4083HlG1ZWK9Jj3E4bk/Li2j63GRAX5eCwkfFkarxDn9S6WNyiLQoPImKNbocHDZCWfi9tDJzxDPz8fzD6RxAMwJK58Oa1Zlem5ibYsRJeOl8BQgas7OQI0uJdACTFOjlufJKCQx92yPCWcQ9bdhII6O+wiPS+sCwSJ9KvpY+Ds56HixeAM+p7TwYBAz7+oxWVifQ4wzCYlBuH3QblNT62lHmsLkn24YDMOCKcNqoafGwoq7O6HBEZhBQeRFoNPRQCHY3jCULZ6r08J9L/RUfYGZMdA8DyLbV4vPpZ76ucdhuThiYA8PXmndYWIyKDksKDyO5SRgAdrJYeaIa/TYVNC3u9JJHekJ8RRUK0A58/yLIteke7Lzu0reuSxj2ISO/rdngwjA5eYIn0d1N/RVtXJdj16IyCHcvgmZPMNSIqNlhUoEjPsLV0XwLYWuGhrNprcUWyN23jHtTyICIW0IBpkd2NPRnOeA6GHAAOt/l45ly4djkcegkYdnONiL8cBu/9FjyacUwGjsQYJ7lDIgH4bnONBuT2UQflJGAzoLCygR01GqMiIr2r2+HhzDPPxO12h7MWkb5h7Mlw+f/gt6Xm45iTIDoZfngfXP4Z5E+HgA8+exgeOgi++YfGQ8iAMXZoDC6HQW2jn/XbG6wuRzoQG+FkdLrZSqTWBxHpbd0ODy+++CLR0VpESAaZtNFw/mtw7iuQMhIayuHN6+CJY2HrN1ZXJxIyl8PGuGGxAKzeWkdDk4JxX3To8ERA4x5EpPdpwLRIdxTMNFshTvwjuOOh5Dt4cjq8cTXUV1hdnUhIclIiSI514g/Asi21VpcjHdC4BxGxSrfCw/33309xcXG4axHpX+xOOPzncPU3MOlcc9+3z8LD6sok/ZthGEzMjcUAtlU2saOqyeqS5HsOGma2PKwqqaFRU+uKSC/qVni4+eab+fjjj8Ndi0j/FJMGp/4VfvouDBkPnqqWrkzHwdZFVlcn0i3xUU7y0s1FE7/bXItfg6f7lMz4CNJi3TQHgizfpokbRKT3dCs8fH+mpcrKSg444ACWLVsWlqJE+qWcw+HSj+AH94I7DkqWmF2Z3roRPDVWVyfSZWOyo4lw2qj3+Fm3rd7qcmQ3hmG0LRa3pLDK0lpEZHAJy5iHYDDIqlWrKCsrC8fpRPovuwMOuwyuXgQTzgKC8PUT5tSuq9+yujqRLnE6bIxvGTy9prieek+zxRXJ7iblJACwpKjK0jpEZHDRgGmRnhCTBrP/Bhf8GxJzoXYbzDsH/nk+1JRYXZ1Ip2Ulu0mNcxEIopWn+5i2lgeFBxHpRQoPIj0pbxpc8TkcfZ25wNyqN8xWiG/+AYGA1dWJ7JdhGEwYbg6eLtnZRGm1Bk/3FROyzcXiiqsaKdVicSLSS7odHt555x0WLFhAdbUGaonskzMSZtwOl30MmQdBU7U5oPrpWVC2xurqRPYrLspBXrq58vTSzbUEgho83RfEuB2MHGJ2K1us1gcR6SXdDg9z587lhBNOIDk5mcmTJ2MYBm+//TaffvopNTUaHCrSTvp4+NkCOPEecEZD4efw6FGw8P+BX33JpW8bnb1r5enNOxqtLkdaqOuSiPS2boWH6upqPvzwQ+677z7OOuss3G43hmHwpz/9ialTp5KYmEhubi6nnHIKt956Ky+//HK46xbpn2x2OPxyuPJLKDgBAj744E74+wwoXWV1dSJ75XLYGJMdA8DKojqafOp21xcc2DJoenGhFosTkd7h6M4XxcbGMnXqVKZOndq2r76+niVLlrBo0SK+/fZbFi1axNtvv81//vMfDMPg9NNPD1vRIv1ewlA455+w9CX4702wbTH87Rg49tdwxNXmrE0ifczwIZFsKm2kpqGZ1VvrmJgbZ3VJg96koeZiccu2VuMPBLHbDIsrEpGBLmyvUKKjoznqqKM46qij2vY1NjayZMkSFi9eHK7LiAwchgETz4TcY+A/18C6d2HB7bDqTTj1UUgdaXWFInuwGQYThsXy6aqdbNrRSO6QKOKiFHStNCIthmiXnXqvn3WltYxOV6ATkZ7Vo7MtRUZGcsQRR3DFFVf05GVE+re4DLMV4pS/movLFX8Djx0N/3sIAn6rqxPZQ2q8i8wkN0HMwdPfXzRUepfdZjAhOwHQYnEi0js0VatIX2AYcOC5cMUXMGIG+Jtg/q3wjxOhYoPV1YnsYVxOLDYDymq8lOzU1K1W2zXuocrSOkRkcFB4EOlL4rPg3Ffg5IfBFQtbvzJbIRY9DXqHV/qI6Ag7BZnRACzfUoc/oJ9NK2nGJRHpTQoPIn2NYcBBF5iLy+UeA74Gc0zEvHOhvsLq6kQAGJkZRYTTRn2Tnw3bG6wuZ1Cb1NLysLa0lromTfssIj1L4UGkr0oYCuf/G46/E+wuWPMWPHoErFtgdWUiOOw2xuaYU7euLa7X1K0WSouNICshkmAQlm6tsrocERngFB5E+jKbDY68Gi75AFJHQ90OeP4n8PbN4NNCXWKtnJQI4qMc+PxB1hTXW13OoNbadem7omprCxGRAU/hQaQ/SB8Pl34Eky8zP//qb/D4sbB9maVlyeBmGAbjhpmtDxt3NFDXqC4zVhmXFQ/A8m0KDyLSs0IOD8FgkPvuu49jjjmGww47jPPOO4/777+fDz/8kOpq/RITCRtnJMy61xxQHZ0GZavgiePgs0cgoC4jYo20eDdDElwEg7CiqM7qcgat8S3hYUWx/u6KSM8KOTz8v//3/7j55pvZtm0bdrudF154gZtuuokZM2aQlJREfn4+Z5xxRjhqFRGAgpnmYOpRs8Dvhfd+Ay+epcHUYplxObEAbKtsoqLWa3E1g9MBmebicJsrGqjx+CyuRkQGspDDw1NPPcWRRx7JmjVreOONNwB47LHHuOWWW3C5XHg8Ht59992QCxWR3USnwFkvwA//BHa3uTr1Y0fDx/8PHj0S7kwzH1e+YXWlMgjERTkYlhYJwLItdVo4zgKJ0S6yE81/gxXFNRZXIyIDWcjhobCwkDPPPBO73Y5hGACMGDGCO++8k/feew+Hw8Hq1atDusajjz7KhAkTiIuLIy4ujiOOOIL//ve/oZYu0r8ZBhx6MVzyPiSPgNpt8OGdsGMFNDfBjpXw0vkKENIrxmZHY7fBzjof2yq1cJwVxmW2jHtQ1yUR6UEhh4fo6GhcLhdA26PH4wFgypQpTJ8+nT/84Q8hXSM7O5t77rmHRYsW8c0333DcccdxyimnsGLFitCKFxkI0sfDpR9DRPz3nggCBnz8RyuqkkEmwrVr4bgVhXUEtHBcrxufrUHTItLzQg4P+fn5bNiwAYDY2FgiIyMpKipqe37y5Mlt3Zm666STTmLWrFkUFBQwcuRI7rrrLmJiYvjiiy9COq/IgOGOAZ+ngyeCULGu18uRwakgIwp3y8JxG3do4bje1jruYZlaHkSkBzlCPcHMmTN59dVXuffeewEzLLz55ptcdpk5pWRpaSlVVVWhXqaN3+/n5Zdfpr6+niOOOKLDY5qammhq2tVsXlNj9v/0+Xz4fOEfSNZ6zp44t+yd7vueHMn5ULoKg13v+AYB3HE0N3nAZg/LdXTfrdFf7vuozAiWbmlg9dZ6MhIcuBz9e0bw/nLfAUanRQGwqbyenXWNxLhD/hNvmZ6+7/3h31OkrzKCIY5s27lzJ/Pnz+ekk04iMjKSl156ibPOOovzzjuPUaNGcd999zFmzBg+++yzkApdtmwZRxxxBB6Ph5iYGF544QVmzZrV4bG33347v//979vtf+GFF4iKigqpDpG+KqPqayZvepggBgbB1k5LAJTGHsCiYZfjdcZZWaIMAkEgmDwBHFFQX4ytrmi/XyPh87tFdqq8Br84oJl8/e++Vw0NDZxzzjlUV1cTF6cbJdIVIYeHjtx8883cf//9BINBkpKSeOuttzjssMNCOqfX66WwsJDq6mpeeeUVnnzyST7++GPGjh3b7tiOWh6GDh1KeXl5j/yS8Pl8zJ8/n5kzZ+J0OsN+fumY7nt7xuo3sX3y/zAq1hNMHkFw2NHYljyH4WsgGJeFf/ZTBLMOCukauu/W6E/3fXuVl2821GEz4LjxCUQ4+2/rQ3+67wCXP7+YBavL+M2sUVx4xDCry+m2nr7vNTU1pKSkKDyIdEOPtGnee++9XHPNNRQVFTFu3DhiYmJCPqfL5WLEiBEAHHzwwXz99dc8+OCD/O1vf2t3rNvtxu12t9vvdDp79Jd/T59fOqb7vpvxPzY3drU6cMiF8NL5GBXrcTz7Q/jBH+GQn5qzNYVA990a/eG+Z6c42Lijico6Hxt2NDEpt/+/OOsP9x1gfHYiC1aXsaqkrl/Uuz89dd8Hwr0RsUqPvR2UlZXF4YcfHpbg0JFAILBH64KI7MWQsXDJhzDmJAj44K3r4fXLwasBrdIzDMPggBzzd//m0kbqPM0WVzR4jM82g5pmXBKRntIv2pJvueUWFi5cyObNm1m2bBm33HILH330Eeeee67VpYn0DxFxcMZzMPMOMGzw3Yvw95lQudHqymSASolzMSTeRTAIq4rqrS5n0Ghd62F9aR0NXoU2EQm/fhEeSktLueCCCxg1ahTTp0/n66+/5t1332XmzJlWlybSfxgGHHUNXPAGRKfCjuXwt2mwRgsuSs8Y29L6sLXCQ1W9ZrfpDWlxEaTGugkEYVVJrdXliMgA1C/Cw9///nc2b95MU1MTpaWlLFiwQMFBpLtyp8BlC2HoYdBUDS+eBR/eDYGA1ZXJAJMQ7SQ72Rx/trKozuJqBo/xWVppWkR6Tr8IDyISZnGZMOdNOOzn5ucf/xH+eR406Z1KCa8xQ2MwDNhR5aW8xmt1OYPCuJbF4hQeRKQnKDyIDFYOlznz0qmPgt0Na96CJzUOQsIrJsLBsNRIAFYU1tEDs4PL94xraXnQStMi0hPCMlXrjh07eOmll9i8eTMxMTEceOCBHH/88VqQTaQ/mHQOpIyEeedC2Sp4/Fg4/SnIP87qymSAGJ0dTWFZI5V1PrZXeclIbD+VtoTPAVm7Bk03NftxO8KzuryICIQhPHzyySfMmjWLhoaGPd5RSk5O5tZbb+UXv/hFqJcQkZ6WfQhc+pHZdan4G5j7Ezj+Tjj8ipDXgxCJdNnJz4hi3bYGVhbWkZ7gwtDPVY/JjI8gLsJBjaeZ9aV1HNAyA5OISDiE3G3pxhtvBOAf//gHhYWFbN68mXnz5pGfn8+1116r6VRF+ou4DLjwLZh4DgQD8O6v4fUrwOexujIZAEZmRuO0G9Q0NrO1Qj9TPckwDMZkmOMeVmvGJREJs5DDw/Lly7nuuuuYM2cO2dnZ5OTkcMYZZ/DFF1/wxBNPMG/ePB555JFw1CoiPc0ZAaf+FU68Bww7fPcCPD0Lakqsrkz6OZfDxogMsyvr6q31BDT2oUe1hodVJTUWVyIiA03I4SE2NpacnJwOn7v44os566yzeOyxx0K9jIj0FsOAwy+H816FiAQoXgRPHAvbllhdmfRz+elROB0GdR4/W8vV+tCTxmTEArB6u1oeRCS8Qg4Pxx57LG+//fY+n9+wYUOolxGR3pZ/LFz6IaSOhtoSeOoHsPotq6uSfszpsFGQEQ2o9aGnjU5v6ba0XS0PIhJeIYeHSy65hM8++4wHH3yww+c3b95MZmZmqJcRESsk5cHF75kzL/kaYN652L54BPSiT7opPz0Sl8OgvslPYZlaH3rKyCGx2Awor/NSWqv7LCLhE3J4mDFjBpWVlVx//fVMmzaNuXPnsmrVKtatW8eTTz7Jgw8+yA033BCOWkXEChHxcM7LcOjPgCD2929nYtE/wO+zujLphxx2GyMzzdaHNcV1BAIKoj0h0mVneEpLK48GTYtIGIUcHm677TZmzZrF0KFDWbhwIRdccAHjxo1j9OjRXHbZZYwaNYqEhASWL19Oc3NzOGoWkd5md8Cs++DEPxI0bAyv+Bj7vDOgcafVlUk/lDskCrfTRkNTgC1ljVaXM2CNSdegaREJv5DXebj99tvbPq6qqmLx4sUsWbKkbVu6dCnnnXcehmHgdDoZNWoUEyZM4Lnnngv10iLSmwwDDv85/rih8MpPcWz+BJ6cAee8BMn5Vlcn/YjDbjAyM5plW2pZU1xPTmokdpvWfQi3MRmxvLWsRIOmRSSswrLCdKuEhASOPfZYjj322LZ9Xq+X5cuXs2TJEhYvXszixYv5z3/+E87LikgvChYcz6cjf8u0bY9iVKyHJ6fDmc/D8KOsLk36kdwhkazbVk+jN8CW0kby0qOsLmnAGa2WBxHpAWENDx1xuVwcdNBBHHTQQT19KRHpJTWROTRf9B7OVy4wp3J97lQ49VEYf5rVpUk/YbcZjMqK5rvNZuvDsDS1PoTbmEwzPKwvrcPbHMDlCLmnsohI6GMeRGSQihlirkg95mTwe+HVi+F/D2omJum0YWmRRLpseHwBNu3Q2Idwy4yPIC7CQXMgyPrSOqvLEZEBQuFBRLrPGQmnPwOHX2F+Pv82+O/NEPBbW5f0C62tDwBrt9Xj18xLYWUYBqMztN6DiISXwoOIhMZmgxP/D064GzDgq8fhpQvA22B1ZdIPDEuNJMpto8kXYLNaH8JuTLpWmhaR8FJ4EJHwOOJKOP0psLth9Zvw7MlQX2F1VdLH2WxG27oPan0IvzEZGjQtIuGl8CAi4XPAj+GC1yEiAbZ+DX+fCZUbra5K+ric1F1jH7aUqvUhnEa3hQe1PIhIeCg8iEh4DTsSLn4P4nOgcgM8ORO2LrK6KunD7DaDgt1aH7TqdPiMGhKLYUB5XRNltU1WlyMiA4DCg4iEX+oo+NkCyJgIDeXwzI9g3Xyrq5I+bHhaJG6njUZvgMJyj9XlDBiRLju5yWYw06BpEQmHHg8PdrudnJwcnn322Z6+lIj0JbFD4MK3YcQM8DXAi2fB0pesrkr6KLP1wVwobm1xPQFN+Rs2ozPMQdMa9yAi4dDj4WHo0KE0NjZy4YUXaqE4kcHGHQNnz4PxZ0CgGV67BL541OqqpI/KTYvC5TCob/KzVa0PYTNyiBke1u7QWg8iEroeDw+bN2+mrKyMJUuWcM455/T05USkr7E74cd/g8MuNz9/51fw/h1aTE7acdgNCjLMLjZriusJ6mckLFrDw7odGjQtIqFz9NaFJkyYwIQJE3rrciLSl7SuBRGdAh/8AT65H+rL4Ud/Bpvd6uqkD8lNj2RtST11Hj/FFU1kp0RYXVK/N3JIDADrSusIBILYbIbFFYlIfxbWloempiaKi4vxer3hPK2IDASGAcfcCCc9CIYNvn0GXp4DPnVPkV2cdhsj0s2xD6uL69T6EAbDkqNx2g0avH6KqzQVroiEJizh4dtvv+W4444jNjaWnJwcPv30UwBKS0uZPn06CxYsCMdlRGQgOPhCOP0ZsLtg1X/g+dPAo4GcskteehQOu0Fto59tOzW9aKicdht5Ka2tD+q6JCKhCTk8LFmyhClTprBhwwYuuOCCPZ5LS0ujsbGRZ555JtTLiMhAMvZkOO9VcMXC5k/g6R/Ct3Ph0SPhzjTzceUbVlcpFnE5bOS3tD6s2aqxD+FQ0NJ1SYOmRSRUIYeH2267jczMTFasWME999zT7pf89OnT+eqrr0K9jIgMNLnHwIVvQlQKbF8Kb1wJO1ZCc5P5+NL5ChCDWH56FHabQXVDM6XV6gobql0zLqnlQURCE3J4+OSTT7jkkkuIiYnBMNoPwsrJyWHbtm2hXkZEBqLMSeZq1LbWuRuCuz0a8PEfralLLOd22sgdEgmYMy9JaNoGTavlQURCFHJ48Hg8xMfH7/X5mhr1ZRaRfUjONwdQtxOEinW9Xo70HSPSozAMqKj1UVGr1odQFLS0PKxvmXFJRKS7Qg4P+fn5LFq0aK/Pf/DBB4wdOzbUy4jIQJZSAHy/5dKA5AIrqpE+ItJtJ6dlqta129T6EIphSVG47DYafX627tSMSyLSfSGHh3POOYfnnntujxmVWrsv3X///bzzzjucf/75oV5GRAayqb+iratSmyAcMNuigqSvKMg0F43bvtNLTUOzxdX0Xw67jbxU815q3IOIhCLk8HDjjTdy+OGHc8IJJ3DMMcdgGAbXXXcdWVlZ3HzzzcycOZMrrrgiHLWKyEA19mQ44zkYcgDY3eA0Z9rhk/tgw4fW1iaWio10kJnkBtT6EKq2QdOarlVEQhByeHC5XMyfP5/77ruPyMhIIiIiWLt2LSkpKdx77728+eab2GxhXYtORAaisSfD5f+DW0vhpg0wYgb4GuCFM2D1W1ZXJxYa2dL6sLXcQ73Hb3E1/ZcGTYtIOIT0qr6xsZFnn32WRYsWcd111/HNN99QX19PQ0MD3333HTfccAMOh2P/JxIR2Z0rCs56AcacDH4v/PN8WPaK1VWJRRJjnKTFuwgC60vU+tBdBZquVUTCIKTw4Ha7ueSSS1i8eHG46hERMTnccNpTMPFsCPrhtUvgu3lWVyUWaW192FzaiMer1ofuGLnbjEt+zbgkIt0UUniw2WwMHTpU07GKSM+wO+CUv8LBF0IwAP/6OSyea3VVYoGUOCeJ0Q4CQdiwXbMFdUdOUhRuh42m5gBFlQ1WlyMi/VTIgxHmzJnDc889R1NTUzjqERHZk80GP/wzHPozIAj/vhIWPW11VdLLDMNgZJbZ+rBpRwO+5oDFFfU/dptBfqo57kFdl0Sku0IekHDkkUfy2muvMWnSJK644goKCgqIiopqd9wxxxwT6qVEZLCy2WDWfeZK1F8+Bv+5BgJ+OPRiqyuTXpSR6CY20k5to59NpY2MzIymuNLD6q311DU2ExPpYHR2NFlJEVaX2meNHBLDypIa1pXWcfwBVlcjIv1RyOFh5syZbR9fc801bWs8tAoGgxiGgd+vPqoiEgLDgBPvAcMOX/wF3rreDBCHXWp1ZdJLDMOgIDOabzfUsL6kgUiXjW/W7+o2W9PQzFdrq5k8EgWIvdCgaREJVcjh4amnngpHHSIi+2cYcMJd5liI/z0I/70JAj444kqrK5NeMjQ5gpVFdXi8AZYXdjzl6Oqt9QoPe9G21oOmaxWRbgo5PMyZMyccdYiIdI5hwIzfm12YPrkf3v212QJx1C+srkx6gc1mMCI9iuWFZoDoSF2jVqLem9a1HjaUmTMu2W3Gfr5CRGRPWr1NRPofw4DjboWpvzQ/n3+rGSRkUBieFonDvvcXvTGRWl9ob7ITzRmXvM0Btu7UjEsi0nUh/4Y97rjj9nuMYRi8//77oV5KRGQXw4Bjf22Ogfjobnj/DrMFYurNVlcmPczpsDE8LZL1JR2/+B2THd3LFfUfdptBbko0q7fXsqGsjmHJulci0jUhh4eNGze2GyTd3NxMSUkJgUCAlJQUoqP1y0lEesi0X4LNDh/8AT68ywwVx9xkdVXSw/LTo9iwvYFgEKIj7DQ2+YmJdDAmO5pMjXfYp/y0GDM8lNZz3GirqxGR/ibk8LB58+YO9zc1NfGnP/2Jp556io8//jjUy4iI7N0xN5oBYsHt8MGdYHPC0ddaXZX0oCi3nezkCIrKPSRGOzh+UorVJfUbrWs9bCjToOne4vf78fl8Vpch0iGHw4Hdbm/XGLDX43uqELfbzS233MLKlSu5/vrrefHFF3vqUiIicPR14G+GD++EBb8Du1OzMA1wIzKiKCr3UFzRxNihfqIj7FaX1C/kp5q9ARQeel4wGGT79u1UVVVZXYrIPtntdtLS0oiPj99viOjxUWVHH300t9xyS09fRkQEprZM3frxH81ZmGxOrQMxgCVEO0mNd1FW7WXD9gYmDI+1uqR+YVfLQ73FlQx8rcEhLS2NqKioTr+zK9JbgsEgzc3N1NTUUFJSQmNjIxkZGfv8mh4PD5s2bcLr9fb0ZURETNNuAb8PPv2TuQ6E3QGH/NTqqqSHFGREUVbtZXNpI6Ozo3E5NIng/uS1tDxU1nuprPeSFO2yuKKBye/3twWH5ORkq8sR2afY2Fjcbjfl5eWkpaVht++9JTfk8FBYWNjh/srKShYsWMBDDz3EtGnTQr2MiEjnGAZMvw38Xvj8EXjzOrMF4qDzra5MekBavIu4SAc1jc1s2tHIqCxN0LE/US4HWQmRFFc1srGsjqToJKtLGpBaxzhERUVZXIlI50RHR1NWVobP5+vZ8DB8+PC9NsMFg0FGjRrFQw89FOplREQ6zzDg+DvNqVu/fBTeuNpcVG7S2VZXJmFmGAYjMqP4dkMNG7c3MCIjSgufdUJeajTFVY1sKKvjkOEKDz1JXZWkv+i1AdO33XZbu4sZhkFSUhIjR45kxowZ2GxqRhaRXmYYcOL/mS0Q3/wd/n2FGSAmnG51ZRJmQ5MjWFlYh8cXYGu5h2FpkVaX1Oflp8bwybpyjXsQkS4LOTzcfvvtYShDRKQHGAbMus8cRP3ts/Cvy8wxEAf82OrKJIxsNoP8jChWFNaxvqSBnNQIvdu7H/lpLYOmSzXjUl9XXNXIzvrujx1NjHaRlaBALeHT4wOmRUQsZbPBjx40uzAteR5e/Zk5BmLMj6yuTMJoeFokq7fWUdPYTHmNj9R4DQLeF03X2j8UVzVy3H0f0dQc6PY53A4bH9w4TQFCwqZH+hM1Nzfz6quv8sQTT7B9+/aeuISISOfZbHDywzDhTAg0wysXwYYPrK5KwsjlsJGTar44Wr9dXXH2Z0TLdK2FlQ00Nfstrkb2Zme9N6TgANDUHAip5ULk+0IODzfffDOHHnpo2+fBYJAZM2ZwxhlncNlllzF+/Hg2bNgQ6mVEREJjs8Mpf4UxJ5vjIOadC4VfWF2VhFF+ujmrzfadXuoamy2upm9LjXUT63YQCMKWigaryxEJm0AgwJ///GdGjx5NREQEQ4cO5YYbbqC+vmtvKnTlPKFcs6Ghgby8PAzD4KqrrurwmMrKSm688UZGjBhBREQEqampHHvssXzyySd7HGcYRodbTExMl773/Qm529I777zDjBkz2j7/z3/+w8KFC7n55puZNGkSV199Nffccw9PPPFEqJcSEQmN3QE/eRLmnQPrF8Dzp8Oc/0DmJKsrkzCIjXQwJMHFjiovG3Y0MHF4nNUl9VmGYZCXFsN3RVVsKK1j5BAtsCcDw3XXXcdDDz3Ej3/8Y2644QZWrVrFQw89xOLFi1mwYEGnJ/HpynlCueZtt91GWVnZXp/fsmUL06ZNo66ujosvvpiRI0dSXV3N0qVLKS4ubnf8lClTuPTSPRdHdTqdnfqeOyvk8FBUVERBQUHb5//5z3/Izc3lnnvuAWDFihU8//zzoV5GRCQ8HG444zmY+xMo/AzmzoYL34a00VZXJmEwIj2KHVVetpR6GJMdo0Xj9iE/NdoMDxr3IAPEihUrePjhh5k9ezavvvpq2/7c3Fx+8YtfMG/ePM4555ywnieUa3777bc88MAD3Hvvvdxwww0dHnPeeefR3NzM0qVL97vyM0BeXh7nnXfefo8LRci/Vb1eLw7Hrgzy4Ycf7tESkZeXR0lJSaiXEREJH1cUnPNPyDwQGirguVOhcpPVVUkYpMa7iI204w8E2VLWaHU5fVp+y7gHTdcq4fLuu+/utetM63bwwQf32PVffPFFgsEg11577R77L7nkEqKiopg7d27Yz9Pda/r9fi655BJOPPFEZs+e3eExCxcu5NNPP+Xmm28mIyMDn89HQ8P+uxl6vV7q6nruTYGQw8PQoUP5/PPPATN9bdy4kalTp7Y9X1paGva+ViIiIYuIg/Neg9QxUFsCz54CNdusrkpCZBhG29iHjdsbCAaDFlfUd+0KD2p5kPAYNmwYzz33XNuWkZFBTk7OHvsefvjhdl8XCAQoLy/v9BYIdDyI/Ouvv8ZmszF58uQ99kdERDBp0iS+/vrrTn0fXTlPd6/55z//mdWrV/PII4/stY63334bgJycHE466SQiIyOJjo5m5MiRew0lr7zyClFRUcTGxpKWlsbVV19NdXV1p77vzgq529JZZ53FH/7wB0pLS1mxYgVxcXHMmjWr7fnFixeTn58f6mVERMIvKgkueB3+cSLs3ATPngoXvQ3RKVZXJiHISY1kZVEdDU0BSnY2kZkUYXVJfdKItJbpWkvrCAaDWhtDQjZ69GhGjza7gPp8Pi6++GJOPfXU/XajKSwsJDc3t9PX2bRpE8OHD2+3f9u2baSkpOB2u9s9l5WVxWeffYbX68Xl2vdUzl05T3euuWnTJn73u99x2223MXz4cDZv3txhHWvWrAHMVoyCggKeeeYZvF4v999/P+effz4+n4+LLrqo7fjJkydz+umnM2LECGpqanj77bd55JFH+Pjjj/nss8/C9mZ+yOHhlltuoaioiNdff534+HieffZZEhISAKiuruaNN97guuuuC/UyIiI9IzYdLvi3GSDK18BzP4YL34SIeKsrk26y2wyGp0Wxdls960saFB72IicpGrvNoN7rZ0dNE+nxuk8SPqtXr8br9TJx4sT9Hpuens78+fM7fe709PQO9zc0NHT4Ih7MloDWY/YXHrpynu5c8+c//zl5eXlcf/31+6yjtrYWgNjYWD788MO2c5x66qnk5eXx61//mjlz5rQNyP7yyy/3+PoLLriACRMm8Jvf/IYHH3yQ3/zmN/u8XmeFHB7cbjd///vf+fvf/97uubi4OEpKSoiKigr1MiIiPSdxmBkgnvoBbF8Kz58B578GrmirK5NuykuPZF1JPRW1PqrqfSREh3e2kYHA5bAxLCmKjeX1bCirU3iQsFqyZAkAkyZN2u+xERERe4yX7a6oqChKS0s7fM7j8bQdE87zdPWac+fOZf78+SxcuHC/syBFRppr15x99tl7hI/ExEROPvlknn32WdasWcOYMWP2eo6bbrqJ3//+97z11lthCw89ukjck08+SWNjY9iniBIRCbvUkWYXpoh4KPrCXAeiucnqqqSbIl12slpaHNaXaB2DvcnTuAfpId999x1Ap1oe/H4/27dv7/Tm93e8sGFmZibl5eU0NbX/3V1cXExKSsp+Wx26ep6uHNvU1MT111/PrFmzSE9PZ/369axfv54tW7YAZo+d9evXU1VVBUB2djbQcUtL68xLO3fu3Of34nQ622oMFy0SJyLSKn08nPsKOKNh44fwr8sgoNV3+6v8DPPdvq0VHjxe/Tt2JD9117gHkXBasWIFCQkJZGVl7ffYoqIiMjIyOr0VFRV1eJ5DDz2UQCDAV199tcd+j8fDkiVLOOSQQzpVe1fO05VjGxsbKSsr46233qKgoKBtmzZtGmC2ShQUFPDkk08CtA3C3rp1a7saW/elpaXt83vxeDxs3bqVIUOGdOp774yQw8M777zDlClT2j5vXSTupptu4oUXXgBoW/NBRKTPGzoZzpoLNies+Bf892bQjD39UlKMk6QYJ8EgbNqhaVs7kptihodNWmVawqykpGS/L2xbtY556Oy2tzEPZ555JoZh8MADD+yx/4knnqChoYFzzz13j/0+n4/Vq1dTWFjY7fN05djo6Ghefvnldttf//pXAE488URefvllTj75ZMAc2xAbG8vcuXP3mHq1pKSE119/nZEjRzJixAgAKioqOrwnt956K83NzZx00kkdPt8dWiROROT78o+D2Y/DKz+Fr5+E6FSY9iurq5JuyM+IonJdNRt3NDAyyxwgLLu0hYdytTxIeGVkZPD+++9z5513MnHixH2+eA3XmIfx48dz5ZVX8sgjjzB79mxmzZrVttrz1KlT2y3WVlxczJgxY5g6dSofffRRt87TlWOdTiennXZau7pbZ1vKz8/f4/nExETuu+8+LrvsMg4//HB++tOf4vV6efTRR/F6vXtMe3vnnXfyxRdfcOyxx5KTk0NdXR1vv/02H374IYcddhhXX311qLe3TcjhQYvEiciANG62uYDc2zfCR/8HUckw+RKrq5IuykxyE+my0egNsLXcw7C0SKtL6lNaw0Pxzka8zQGtyC1hc9ddd1FSUsLtt9/OCSecENZ3vvflgQceYPjw4Tz++OO89dZbpKSkcPXVV3PHHXe0zUoU7vOE65odufTSS0lJSeHee+/l1ltvxWazccQRR/DCCy9w1FFHtR03bdo0Vq5cyTPPPENFRQV2u52CggLuuusurr/++raZn8Ih5PDQukjcJZdc0rZI3B133NH2vBaJE5F+a/IlUF8OH98Db99kBohxHa8EKn2TzTDIS49iRWEdG7Y3kJMaofUMdpMa6ybaZafe66ewsoERafp7LeFx0EEHtc241Jvsdjs33HADN9xww36PHT58+F4XkuzKebpybFfrAJg9e/ZeV6Fudcopp3DKKad06/pdFfJbDGeddRbPPPMMP/rRj/jRj36kReJEZGCZ9is49GdAEF67FDZ8YHVF0kXD0yKxGVDd0Exlnc/qcvoUwzAY3tZ1qd7iauT7EqNduENsDXI7bCRG73+GIZHO0iJxIiL7Yhjwg3vNLkwr/gXzzoML/wNZB1tdmXSSy2FjaEoEW8o8bNzeQHKsXkjtbnhKNCu21bBZ4aHPyUqI5IMbp7Gz3tvtcyRGu8hKUHc9CZ8eXSQuNjZWi8SJSP9ns8OP/waNO2HjRzD3NPjpu+baENIv5KVHsaXMQ3FlE+O9fiJcdqtL6jPyWloeNio89ElZCZF68S99SlhHRjU1NVFcXIzXayZkm81GfHy8FokTkf7P4YYz50LmQdBYCXNnQ3Wx1VVJJyVE75q2dXOppm3d3fBkMzyo5UFEOiMs4eHbb7/luOOOIzY2lpycHD799FPAHCw9ffp0FixYEI7LiIhYyx0L574MyQVQXWQGiIZKq6uSTspLN9+93bSjkUBAa3e0yk3VmAcR6byQw8OSJUuYMmUKGzZs4IILLtjjubS0NBobG3nmmWdCvYyISN8QnQLnvwaxmVC2Gl48G3x6J7s/yEqKwO204fEFKNnZZHU5fUZuS8vD9hoPjVqJW0T2I+TwcNttt5GZmcmKFSu455572k01NX369HZLdouI9GsJOWaAiIiHoi/g1Z/Bitfh0SPhzjTzceUbVlcp32OzGQxvWedhw3atqNwqMdpFQpTZvXhzhVofRGTfQg4Pn3zyCZdccgkxMTEdzp2dk5PDtm3bQr2MiEjfkjYGznoB7C5Y/Sa8PAd2rITmJvPxpfMVIPqg3CGRGEBFrY/qBk3b2qp13IO6LonI/oQcHjweD/Hx8Xt9vqamJtRLiIj0TcOPNmdhahPc7dGAj/9oQVGyL5EuOxlJbgA2bld3s1Z5WutBRDop5PCQn5/PokWL9vr8Bx98wNixY0O9jIhI3zRuNtg6mvU6CBXrer0c2b/8dHP68KLyRrzNAYur6Ru0UJyIdFbI4eGcc87hueee22NGpdbuS/fffz/vvPMO559/fqiXERHpu1JHdbDTMGdlkj4nOdZJXKQDfwAKyzxWl9MntIYHTdfa9zQ0+amq93V7a2jSIHgJr5AXibvxxhuZP38+J5xwAqNHj8YwDK677jrKysrYvn07M2fO5IorrghHrSIifdPUX5ljHPYQhGm/sqQc2TfDMMhLj2TJplo27mggPz2ywzF7g4m6LfVNDU1+5i8pJ5SZhW0GzJyUQpRbCyNKeITc8uByuZg/fz733XcfkZGRREREsHbtWlJSUrj33nt58803sdnCuhbd4FG6HL54ED641XwsXW51RSLSkbEnwxnPQdoBQMuL0IhEyJhkZVWyD0NTInDYDeo9fkqrvVaXY7nWloeKei81Hg0k7yu8zYGQggNAIIi650lYheVVvcPh4LrrruObb76hvr6ehoYGvvvuO2644QYcjpAbNwan0uWw9Hmo2w6BZvNx6fMKECJ91diT4YrP4JebIHUMeHbC86dB406rK5MOOOw2hqWa07Zu3KFpW2PcDlJjzYHk6rok/VkgEODPf/4zo0ePJiIigqFDh3LDDTdQX9+1n+vunqehoYG8vDwMw+Cqq67a63GVlZXceOONjBgxgoiICFJTUzn22GP55JNP9jjOMIwOt5iYmD2OW7NmDeeeey5jxowhPj6eqKgoRo8ezfXXX09JSUmXvvf9CemVfWNjIy+//DKjRo3isMMOC1dN/UtjJbat3zDSWYytcCE4nIANDAMM267NZgebC+xOc7M5zSke9/jYZX4dwMb3O7iYYe5PG9eb36GIdEVkIpz3Cjw5w1xEbt65cN5r4IywujL5ntwhkWzY3sD2nV7qPX6iIwZ3t47c5GjKapvYVF7PhOwEq8sR6ZbrrruOhx56iB//+MfccMMNrFq1ioceeojFixezYMGCTveG6e55brvtNsrKyvZ57i1btjBt2jTq6uq4+OKLGTlyJNXV1SxdupTi4uJ2x0+ZMoVLL710j31Op3OPz7du3UpJSQk//vGPyc7OxuFwsGzZMh5//HHmzZvHkiVLSEtL69T3vj8hhQe3280ll1zCgw8+OHjDQ0MF9i0fMsYFbCoK7VyGDRyR5ouMhooODghCfSlUrgdXjLk5o8yvE5G+Iz4bzn0FnvoBbPkfvP5z+Mk/QF04+5TYSAdp8S5Kq71s2tHAuGGxVpdkqdyUaL7aXKlxD9JvrVixgocffpjZs2fz6quvtu3Pzc3lF7/4BfPmzeOcc87psfN8++23PPDAA9x7773ccMMNez3/eeedR3NzM0uXLiUjI2O/9eTl5XHeeeft85jp06czffr0dvuPOeYYzjjjDJ5++mluvvnm/V6rM0L6S2az2Rg6dOjgXsvBHYc/4xC2+FIJDDkQ0g+E9IkwZLzZQpA6FlLGQFIBJAyH2CyIToOIBHBGm60NrX2kgwHw1e8lOLDrmG//bo6BWHiXOR5i4d3wxUOw5GlY/Tps/gi2L4GqzeCpgoBmWhDpdenj4My5Zsviin/BB3dYXZF0IG+I2XVpc1kj/lA7l/dzmq5VQvXuu+/utZtN63bwwQf32PVffPFFgsEg11577R77L7nkEqKiopg7d26Pncfv93PJJZdw4oknMnv27L2ee+HChXz66afcfPPNZGRk4PP5aGjYf9dJr9dLXV1dp+rf3bBhwwDYuTN8XWhDHpAwZ84cnnvuOa655hrcbnc4aupfYoYQGHkyS9a/TeboWdi+14zUKcEgBHzga4TmRmj2mN0dtnzc/tjoIUAQvLXm8cGA+bG3Fur21qfNAHec2Z0iMhmikiEqZdfHjkH47ybSG/KmwskPmy0Pn/4ZEnPh4DlWVyW7SU90E+my0egNsK3Sw9CUSKtLskyupmuVEA0bNoznnnuu7fObb74Zp9PJXXfd1bYvLy+v3dcFAgEqKys7fZ2kpKQOuw19/fXX2Gw2Jk+evMf+iIgIJk2axNdff92p83fnPH/+859ZvXr1Hi0VHXn77bcByMnJ4aSTTuK///0vfr+fgoICbrvttg5bGF555RXmzp2L3+8nNTWVM888kzvvvLPDRZo9Hg91dXV4PB5WrlzJL3/5SwBmzZrVqe+9M0IOD0ceeSSvvfYakyZN4oorrqCgoICoqKh2xx1zzDGhXmrgMoxdYx5o+UFIGG52fdj4PjSUmy/282a0zObSItAM3nrw1pnhwVNjtjQ0VYGn2vzYUw1BPzRVm1vV5vbXd8W0BIkUiEkzA0rMEHDH7xqDISLdM+ls2LnJXG36zesgYSjkH2d1VdLCMAyGp0Wyams9m3Y0KjwAG8vrCQaDg376Wum60aNHM3r0aAB8Ph8XX3wxp5566n673BQWFpKbm9vp62zatInhw4e3279t2zZSUlI6fDM7KyuLzz77DK/Xi8vl2uf5u3qeTZs28bvf/Y7bbruN4cOHs3nz5r2ee82aNYDZilFQUMAzzzyD1+vl/vvv5/zzz8fn83HRRRe1HT958mROP/10RowYQU1NDW+//TaPPPIIH3/8MZ999lm7gdNPPvkkV199ddvnw4cPZ+7cuUyZMmWf33NXhBweZs6c2fbxNddc0+6XTesvIL9fXWe6LG3cvgdH2xwQEW9uexMMmOHCU2XO+tJQDo0VZteohgqzm5S3ztyqt+z5tXa32cUqZsiux5gMcHeiX3Dp8u8Fn+ka6C2D17RbYOdmWPpPeGkO/PRdGDLW6qqkxbC0SFZvraei1kdNQzNxUYNzlsBhyVEYBtR6mqms95Ico1Zp6b7Vq1fj9XqZOHHifo9NT09n/vz5nT53enp6h/sbGhr22gsmIiKi7Zj9hYeunufnP/85eXl5XH/99futvba2FoDY2Fg+/PDDtnOceuqp5OXl8etf/5o5c+a0tax8+eWXe3z9BRdcwIQJE/jNb37Dgw8+yG9+85s9nj/11FMZPXo0dXV1LF68mDfeeIPy8vL91tUVIf+GfOqpp8JRh/QUw2Z2WXLHQXxO++d9jdBYab7IbyiDulKo32F+7m+CmiJz2507DmIzzPEbsZnmFpGwq5WidZrZVq3TzE44VwFCBifDMLsvVRVB4Wfwwhnws/chdojVlQkQ6bKTkeRmW2UTm0obmDg8zuqSLBHhtJMeF0FJtYctlQ0KDxKSJUuWADBp0qT9HhsREcGMGTNCvmZUVBSlpaUdPufxeNqOCed55s6dy/z581m4cGG7GZA6Ehlptm6effbZe4SYxMRETj75ZJ599lnWrFnDmDFj9nqOm266id///ve89dZb7cJDdnY22dnZgBkkfvKTn3DooYfS0NDALbfcst/6OiMsYx6kH3NGgjML4rL23B9oNlsm6ndA3Q5zlqe6llDRVGNu5Wv2PE9sJsRlw/bvOriQppmVQc7hhrOeN6dwrdwAL54JF74FrmirKxNgeFok2yqbKCrzcMDQWBz2wdllJycpipJqD4UVDRyUk2h1OdKPffed+VqgMy0Pfr9/v9Ob7i41NRW7vf3UypmZmaxcuZKmpqZ2LQfFxcWkpKTst9WhK+dpamri+uuvZ9asWaSnp7N+/fq2YwCqq6tZv349KSkpJCQkALS9sO+o9aR15qX9DW52Op1kZmZ2qkVhwoQJHHjggfz1r38NW3gI27yBTU1NvPvuuzz66KM8+uijvPvuu23pTPohm8PspjRkAuTPNFsNjrwepv0ODrkMRp0EGQeb3ZgMm9mCUbkBNn9sdpFqJ2gGD5HBLCoJzn0ZIpNg22J49RLNhtZHpMW7iHbb8fmDbK0YvH+7hie3DJqu0KBpCc2KFStISEggKytrv8cWFRWRkZHR6a2oqOOp8Q899FACgQBfffXVHvs9Hg9LlizhkEMO6VTtnT1PY2MjZWVlvPXWWxQUFLRt06ZNA8xWiYKCAp588sm2c7QOwt66dWu767bu2996DB6Ph61btzJkSOdarxsbG7s0IH1/wtKx89lnn+X6669n586dBIPmVHeGYZCQkMD999/PhRdeGI7LSF/gcJuDuROG79oXaDZbJWqLoXorlCyGYHP7rw00w9ePQeJwSMiFhGHg0MJZMsgk58PZL8IzJ8Gat2D+bXDCXfv/OulRhmEwfEgkKwrr2LyjgeFpg3PgdE6y2RWjsEKrbktoSkpKOr0oWbjGPJx55pncfffdPPDAA3sMEH7iiSdoaGjg3HPP3eN4n8/Hhg0biIqKIicnp8vniY6O5uWXX25XR1lZGVdccQUnnngiF198MRMmTGh77tRTT+Waa65h7ty5/Pa3v20b8FxSUsLrr7/OyJEjGTFiBAAVFRUkJye3O/+tt95Kc3MzJ510Utu+7du3d3hfPvzwQ5YvX94WaMIh5PDwz3/+kwsvvJCcnBxuvPFGxo41BwGuWLGCxx57jIsvvpjIyEjOPPPMkIuVPsrmMLs9xWVB1mRIGbnnmIfdVW9pGZj9MWBAXKYZJBJzzUDi3H9fRJF+L+dwOPVRePVi+PwRM1BPvsTqqga9YamRrCyqY2d9M1X1PhKiuzH1dj83rCU8bKlUeJDQZGRk8P7773PnnXcyceLEPV7ofl+4xjyMHz+eK6+8kkceeYTZs2cza9astpWhp06d2m5ht+LiYsaMGcPUqVP56KOPunwep9PJaaed1q6O1tmW8vPz2z2fmJjIfffdx2WXXcbhhx/OT3/6U7xeL48++iher5eHH3647dg777yTL774gmOPPZacnBzq6up4++23+fDDDznssMP2mFXp8ssvp6SkhOOOO45hw4bh8XhYtGgR8+bNIzY2lvvvvz/U29sm5PBw9913M3r0aL744gvi4nYNMjv55JO54oorOOyww7j77rsVHgaTtHFmN6fdZ1vKnQ6x6VC1xZy2smqTOVC7ptjcCj8FDLOrVNIISG5ZVM++/76JIv3S+NPM/xc+uBP+e7PZEjfyeKurGtTcThtZSW62VjSxaUcjB+YNvvDQ2m1pi7otSYjuuusuSkpKuP322znhhBP2GR7C6YEHHmD48OE8/vjjvPXWW6SkpHD11Vdzxx13dLg2RE+fpyOXXnopKSkp3Hvvvdx6663YbDaOOOIIXnjhBY466qi246ZNm8bKlSt55plnqKiowG63U1BQwF133cX111/fNvMTmAOwn332WZ577jnKysowDINhw4Zx2WWXcdNNN+3RshKqkMPDmjVr+MMf/rBHcGgVHx/PRRddxO233x7qZaS/2ds0s1EpkNmyuqSnqiVIbDYfG8rMmZnqtpthwrCbASJ5hLlCd2zL+AqRgWLKjVC5GZbMhVcugp++A+njra5qUMsdEsXWiiaKyj2My4nZ/xcMMK3dlsrrvNQ1NRPjHpzT1kroDjrooLYZl3qT3W7nhhtu4IYbbtjvscOHD2/rbh/Kebpy3lazZ8/e50rUAKeccgqnnHJKp655xhlncMYZZ3S6xlCE/Fthb/3OWhmG0ekBHTLIRCRAxoHmBtBUCzs3QuV6qFhnLmq3c4O58a7ZpSkpH5JHQcooMDSNoPRzhgE/+jNUF8KmhfDCWXDJB5rC1ULJsU5iIuzUefxsrfCQnTS4Wh/iIpwkRjnZ2eCjsKKBsZmDc9ravsLlsGEzILDv16H7ZDPM84iES8jh4cILL+Spp57i8ssvb7fKXU1NDU899dQeK+WJ7JU7FtInmluwZXamynVQsd4MFb4G2LHM3DCwx2Yy0mlA7TZIzNFq2NI/OVxwxrPmFK4V6+Gf58KcN8GpyQSsYBgGuUMiWbaljk07GslKHHzvvA9LjmZnQxVbKuoVHiwW5bYzc1IK3uZAt8/hctiIcref1lSku0L+rThlyhTefPNNxo8fzxVXXNG2LPmqVat49NFHSUlJYcqUKSxcuHCPrzvmmGNCvbQMZIYB0anmNvRIczrLmiKzRaJ8NdRuw1ZbzBgX8O1j4IqFlNFmi0RygcZKSP8SmQjnvARPHAdbv4Y3robZjysQWyQn1Zx1qbqhmar6wTeV7rDkKJYUVWnQdB8R5bbrxb/0KSGHh5kzZ7Z9/Mtf/hKj5Y9da1+vLVu27HFMMBjEMAz8/sH3C1lCYLPvmiI2fyY01dC8YyVlKxeS7qrH8NbCtq/NzeaA5JGQegCkjtYMTtI/JOebLRBzZ8OylyB1FBxzo9VVDUouh42s5AiKyj1sKR98az4MS2qZcUnTtYpIB0IOD0899VQ46hDpGnccwYyD+WrxDmYdezzOuiKzRaJ8NTTuhLKV5mbYIDEP0g6A1LHgVhO89GF5U2HW/4M3r4MP/gApBTC2c4PlJLxyh0RSVO5hW6WXoDG43vUd1jLjUmGlZlwSkfZCDg9z5swJRx0i3dfa0pA8EkaeZM7WVLoCylaYH1euN7fVb0B8jhkkhkyAiHirKxdp75CfQtka+PIxeO0ycwrXzElWVzXoJMU4iYtyUNPQjBGRanU5vap1rYfN5XtveXhneQkPLFjHpvJ6clOiuXZGASeOy+itEkXEQoNvJJgMbIZhTukamwH5M8xB161Borpo1yJ16942u0ClTzSnlHXtNti/dPmea1TkTe942lmRnnL8Xebg6fUL4MWzzRmYIlOsrmpQMQyD3LRIvttcSzBqyH6nXRxIWqdrLaluxNscaDdTzzvLS/j53G8xgCCwZnstP5/7LY+dd5AChMggoLm7ZGCLSoHhU+HQK+DoX8Gok8zQAOb6Eqv/DZ/8Hyz+B2xbBCWLzdWx67ZDoNl8XPq8GShEeovdAaf9w5wAoHYbzDvbnG1MetXQlAjsNsARyc76ZqvL6TWpMW6iXHYCQdi6s/3P3QML1rUFB1oeDQMefH9db5YpIhZReJDBIyLenLnpkMvg6F9CwSyIzYJgwJzFaeUrsOKlDr7QMFsiRHpTRDycMw8ik2DbYuz/udqcwlh6jdNhIyPRnLmtsLzJ4mp6j2EY5Oxj0PSm8nq+/5MYDMLGMo2REBkMFB5kcIpIgGFT4LCr4IjrIW8GRKft5eCWNSdEeltSHpw5F2xObKv+zajt/7K6okEnJ8VcjLJkpxdfCHPt9zet4x62VLQPBLkp0Xx/EmHDgLzU6F6oTESspjEPItGp5riG3OPgs/uhsaL9McEgbPrIXA1bA62lNw0/ylyF+o2rGL39dZpX/hAmnmF1VYNGYrQDmhvwO6LYWuEhd8jgmPp5eMuMSx2t9XDtjAJzzINh/mpsfbxm+sjeLnNwqCqChg7+LnVWVDIkDA1fPTLoKTyItDIMKDjRHOOwR49eIOiHDe/ChvcgaQRkHmSuI2F3WlWtDCYHnY+/dBX2L/6C/T+/gNSRmoGplxiGgdFYSjB2OJtLGwdNeMhJ3nu3pRPHZfDYeQfx4Pvr2FhWT15qNNdMH8mJ49J7u8yBr6oIHjkYmkPoNudww1WLFCAkbBQeRHaXNg4mnLvnbEvDpkKwGbZ9C1WboHKdudnd5mxNWZMhLsvqymWACxx7G2UrPyW95juYdw5c+hHE7K2rnYRVYzlG3HCq6pupqveRED3w3zQYltTS8tBBtyUwA4RmVuoFDRWhBQcwv76hQuFBwqbL4eHZZ5/t1oUuuOCCbn2dSK9LG9fx1KyZh0BDJZR8a26enVD8lbnFZUHWYeb6EQ5379csA5/NzqLhlzOr+D6MivXw0gVwwRvgcFld2YBnBJsZkuCiZKeXLaWNJOQOgvDQ0vJQtLORQCCIzfb9UQ4ifVMgEODBBx/kb3/7G5s3byY1NZUzzjiDO+64g+jo/Y/LWbt2LXPnzuW9995jw4YNeDwe8vPzOf3007n22mv3OMeaNWu44447+Pbbb9m2bRs+n4+cnBxmzZrFTTfdREZGRrfP3aqyspK7776b119/na1btxIbG8u4ceO44447mDJlSrfqCFWXw8OFF16IYRhdmvPaMAyFBxkYopLM9SPyjoOdm8zgULoCaoqh5jVY+xakT4LsyRCbaXW1MsA026NoPv05nE+dAIWfw39vhpMesLqsQSEnxU3JTi9F5R7GDYvFPsBfTGcmROK0G3ibA2yv8ZCZEGl1SSKdct111/HQQw/x4x//mBtuuIFVq1bx0EMPsXjxYhYsWIDNtu+5gv7xj3/wl7/8hZNPPplzzz0Xp9PJhx9+yG9/+1teeuklvvjiCyIjzf8ftm7dSklJCT/+8Y/Jzs7G4XCwbNkyHn/8cebNm8eSJUtIS0vr1rkBtmzZwrRp06irq+Piiy9m5MiRVFdXs3TpUoqLi9uO62odoepyePjwww/DdnGRfsuwQVK+uXnrzJaI4q/MpuHiL80tLttsjUifAHa9OyxhklwAP/k7vHAGLHoK0sfDoRdbXdWAlxLrIMplo8EboLjCQ07qwH4xbbcZZCdGsam8ns0V9QoP0i+sWLGChx9+mNmzZ/Pqq6+27c/NzeUXv/gF8+bN45xzztnnOU477TRuueUW4uN3TY7y85//nIKCAu666y7+/ve/c9VVVwEwffp0pk+f3u4cxxxzDGeccQZPP/00N998c7fODXDeeefR3NzM0qVL99l60NU6QtXl8DB16tSwXVxkQHDFwLBjIOfoltaIL6F0JdRsNbe1b5pdnoYebo6hEAnVyONhxu9gwe1m60PqKBh+tNVVDWiGYTAsLZJVW+vZUto44MMDmF2XNpXXU1jRwJH5Vlcj/cG7777LiSeeuM9jDjroIBYtWtQj13/xxRcJBoNce+21e+y/5JJL+NWvfsXcuXP3Gx4OOeSQDvefeeaZ3HXXXSxfvv9FY4cNGwbAzp07u33uhQsX8umnn/LQQw+RkZGBz+fD5/MRFdX5SRv2VkeoNGBaJFy+3xqxbZHZGtFYCUX/g6LPzBWDhx5pzthkDOxuD9LDjroWti+H5a+Y4x8u/QgScqyuakDLSTXDQ3mtj9rGZmIjB/af0GGtC8V1MF2rSEeGDRvGc8891/b5zTffjNPp5K677mrbl5eX1+7rAoEAlZWVnb5OUlJSh92Pvv76a2w2G5MnT95jf0REBJMmTeLrr7/u9DW+b+vWrQAMGTKk3XMej4e6ujo8Hg8rV67kl7/8JQCzZs3q9rnffvttAHJycjjppJP473//i9/vp6CggNtuu43zzjsv7HV0Vth+833zzTd8+eWX7Ny5k0Bgz4V0DMPg1ltvDdelRPo+VwwMn2ouRFexzgwOFWuhfLW5RafB0CMg/UANsJbuMQw4+WHz56ukZQamn74LLi3U1VOi3HaGJLjYUWUOnB43LNbqknpUTstaD4UdTNcq0pHRo0czevRoAHw+HxdffDGnnnpqhy90d1dYWEhubm6nr7Np0yaGDx/ebv+2bdtISUnB7W7/dzUrK4vPPvsMr9eLy9W1rsR+v58//OEPOByODlsunnzySa6++uq2z4cPH87cuXPbBjR359xr1qwBzFaTgoICnnnmGbxeL/fffz/nn38+Pp+Piy66KGx1dEXI4aGxsZHZs2fz3nvvEQwG9xhM3fqxwoMMWobNbG1IGQX1ZbD1c7NFor4UVv8b1r8LmQdD9hHmQj4iXeGKgjOfhyeOhe3L4N9XwmlPqVWrBw1Pi2RHlZfCcg9jh8YM6FmIhiaaXbOKdio8SNetXr0ar9fLxIkT93tseno68+fP7/S509M7XlOkoaGhw+AAZutD6zFdDQ/XXnstn3/+OXfffTejRo1q9/ypp57K6NGjqaurY/HixbzxxhuUl5eHdO7a2loAYmNj+fDDD9tqPvXUU8nLy+PXv/41c+bM2aMFJpQ6uiLk8HDHHXfw3nvv8Zvf/Ibp06dz7LHH8swzz5CWlsb//d//0djY2O3pXUUGlOhUGHUy5B9vrhmx9TNzgHXh/6DwM0gdY7ZUJAy3ulLpTxKGwhnPwTMnwYp/mQOop9xgdVUDVnqCG7fTRpMvwPaqJjKTIqwuqce0LhRXqG5L0g1LliwBYNKkSfs9NiIighkzZoR8zaioKEpLSzt8zuPxtB3TFbfeeiuPPPIIl156KbfcckuHx2RnZ5OdnQ2YL+B/8pOfcOihh9LQ0LDXr9nfuVtnXTr77LP3CDuJiYmcfPLJPPvss6xZs4YxY8aEXEdX7Xu+qk545ZVXOP3007njjjsYN86cGz8rK4sTTjiBBQsW4PV6efrpp0O9jMjA4YiAnCPhiOth0oWQPBIIQtlK+OZv8PWjULocgoH9nUnENOwImPX/zI/f/wOs+a+19QxgNptBTqoZGDaXNlpcTc8ammi+yKpq8FHj8VlcjfQ33333HUCnWh78fj/bt2/v9Ob3+zs8T2ZmJuXl5TQ1tV9Yr7i4mJSUlC61Otx+++3ceeedXHTRRTz22GOd/roJEyZw4IEH8te//rXb524NAR21srTOvLS/gdCdqaM7Qg4PRUVFbTMw2e12ALxeLwAOh4Ozzz6befPmhXSN//u//+PQQw8lNjaWtLQ0Tj311La+YCL9VmuXpgMvgiOug8xDwbBDdSEsfR4+/xNs/RL8+qMtnXDIRXDIxUAQXr0EyvQ7sqcMb5lpaUeVl4amjl/EDATRbgfJ0eYLrSK1PkgXrVixgoSEBLKysvZ7bFFRERkZGZ3eioqKOjzPoYceSiAQ4Kuvvtpjv8fjYcmSJXud7agjt99+O7///e+ZM2cOTz75JEYXu4M2NjbudRB4Z87dOui7dTD17lr3dWbthn3V0V0hh4fY2Fiam5vbPrbZbGzbtq3t+fj4eLZv3x7SNT7++GOuvPJKvvjiC+bPn4/P5+P444+nvr4+pPOK9BnRaTB2Nhz9Sxg+DRyRZpem1a/Dp3+Eje+DVz/vsh8n3gPDjgJvLbx4FjSGd3o+McVEOkiJNVeZLiwb2K0P2S0zLhVVDuzvU8KvpKSk0wuTtY556Oy2tzEPZ555JoZh8MADD+yx/4knnqChoYFzzz13j/0+n4/Vq1dTWFi4x/477riD3//+95x//vn84x//2OvCcnt7ffvhhx+yfPlyDj/88HbPdfbcp556KrGxscydO5e6urq2/SUlJbz++uuMHDmSESNGdLuOUIQ85iE/P5+1a9cCZsvDAQccwCuvvMJPf/pTgsEgr732GkOHDg3pGu+8884enz/99NOkpaWxaNEijjnmmJDOLdKnuGNhxAlmgNj2DRR+Cp4q2LgANn9sDq4edgxEJlpdqfRFDhec8Sw8Pg0qN8Jrl8LZ/4T9rKgqXTcsLZLyWh+bSxsZlRXd5Xcl+4ucpCi+K6pSy4N0WUZGBu+//z533nknEydO5KSTTtrrseEa8zB+/HiuvPJKHnnkEWbPns2sWbPaVpieOnVqu5mSiouLGTNmDFOnTuWjjz4C4C9/+Qu/+93vyMnJYcaMGbzwwgt7fM2QIUOYOXMmAJdffjklJSUcd9xxDBs2DI/Hw6JFi5g3bx6xsbHcf//9e3xtV86dmJjIfffdx2WXXcbhhx/OT3/6U7xeL48++iher5eHH3647eu6WkeoQg4PM2bM4B//+AcPPPAAdrudyy67jKuuuor8/HwMw2DTpk3cfffd4ai1TXV1NWDO89uRpqamPfq71dTUALQtsBFurefsiXPL3g3s+26DjMmQfjBG2UrsRZ9i1JXA1i8IFn9FcMhE/EOnWLLo3MC+731Xp++7Kx5OewbHM7Mw1r2H/4O7CEz9VS9UODDt7b6nxdlx2A0avQFKKhtJjXNaUV6Py4o3Z67ZUlHXq//P9/TvGf3+6nl33XUXJSUl3H777Zxwwgn7DA/h9MADDzB8+HAef/xx3nrrLVJSUrj66qu544479vou/+5a14IoLCxkzpw57Z6fOnVq2wv8s88+m2effZbnnnuOsrIyczHJYcO47LLLuOmmm8jJyen2uQEuvfRSUlJSuPfee7n11lux2WwcccQRvPDCCxx11FFtx3W1jlAZwdZ5Vbuprq6O4uJi8vPzcTjMLPKnP/2JuXPnYrfbOe2007j55pvD9q5MIBDg5JNPpqqqik8//bTDY1r7kn3fCy+80OVR9iJ9Q5AUWw0Frm2k2c3wHAxCsT+Ztd4saoPmz3WGvZJRzq3E2BqpC0SyxpdNib/jkC0DW3bl/zh4y98A+CLvOnbEH2hxRQNPIDYXooZAYzm2mvVWl9MjPtth8M+NdsYmBLhszMCZxKGhoYFzzjmH6upq4uLieuQaHo+HTZs2kZub2zZNaJdtWwKPTw29mEs/hsxJoZ9HBrTO/syGHB562+WXX85///tfPv3007aR6N/XUcvD0KFDKS8v75FfEj6fj/nz5zNz5kyczoH57lNfNFjvu1FThG3Lx9gq17btCySPJhg3FPum+QQBA9oem8eeRTB1bNiuP1jvu9W6c99t7/4K+zdPEnTH0nzRfEge0cNVDjz7uu8765v53+oabAbMnJCA0zHwuod9tqGCOU8vIi8lmnevOWr/XxAmPf17pqamhpSUlL4fHqqK4JGDobn97EGd5nDDVYvMaZ1F9qGzP7NhW2G6N1x11VW8+eabLFy4cK/BAcDtdne4SIjT6ezRFzs9fX7p2KC778l55la7DTZ9BKXLsVWshorVgBkYdj0aOAo/gsz9T5XXVYPuvvcRXbrvJ/4flK7AKPwc56sXws/eB3dMj9Y3UHV031PjHcRG1lPb6GdHjZ/cIQNvtfjcVPOFdXFVI3a7o9cXxeup3zP95ndXwlDzhX9DRffPEZWs4CBhFZbw8Pnnn/PII4+wbt06Kioq+H5jhmEYbNiwodvnDwaDXH311fzrX//io48+6tIS5iIDVmwmTDjHXK1680dQsriDg4LQEP7VJaWfcLjg9Kfhb1OhbLW5AvXpT2sF6jAxDINhqZEsL6xjS5mH3CEDr1tsRkIEdptBU3OAsromhsQN3EXx+qyEoXrxL31KyG2szz77LEcffTSvvvoqHo+HnJwchg0btscW6kCNK6+8krlz5/LCCy8QGxvbtkhIY6OmjhMhOg0OOAOiUjt+3h3fu/VI3xKbbs7AZHPCytfhs4esrmhAGZoSgQHsrPNR09hsdTlh57TbyIg3A4NmXBIRCEPLw1133cWoUaNYsGABmZmZ4aipnUcffRSAadOm7bH/qaee4sILL+yRa4r0OyOONxeX+77GClj8NOTPhLj9L9YjA1DOYfCDe+CtG2DB7ZAxEfKmWV3VgBDhsjMk0cX2nV4KSxsZNyzW6pLCLicpiq07GymsbOCQ4ZqAQWSwC7nlYcuWLVx++eU9FhzA7LbU0abgILKbtHEw4VyISQebw2yJSMwzV7KuWANfPQLfPQe1JVZXKlY45GKYdC4EA/DyRVBVuP+vkU4Z1rLidGG5h0D/moOkU4YmaqE4Edkl5JaH7OzsPWY2EhELpY0zt901lJsrVG//DspWmlvaOMibATFDrKlTep9hwA/vhx3LoeQ7+Od58NN3wRlpdWX9XnqCG5fDoMkXYEeVl4zEgTVwOifZDA+F6rYkIoSh5eHnP/85zz//PH6/Pxz1iEi4RaXAuDPhiGthyATAgNLl8MWDsOJlaNxpdYXSW5yRcOZciEwyA8RbN5gLhkhIbDaDoSktrQ9lA+/d+exE83sr2qnwICJhaHk4+OCDefXVV5k8eTJXXnklubm52O32dscdc8wxoV5KREIRnQbjz4bcY2HDAihbASXfmi0SQw+H4ceCK9rqKqWnJeTAaf+AubNhyfOQdRAc+jOrq+r3hqVFsGF7AyU7m2jyBXA7B86aD0OTWrstKTyISBjCw/Tp09s+/tnPftZuJelgMIhhGGqZEOkrYtJh4nlQXQjr34WdG6Hwf1D8DQw7BoYdDXaX1VVKT8o/FmbcDvNvg//+ChqrYcWrULHeXEhu6q9g7MlWV9mvxEc5SYh2UFXfTFG5hxEZA2fa1pyW8LC9xkNTsx+3o/0bhCIyeIQcHp566qlw1CEivS0+Bw76GVSsNUNEXQlsnA9bv4C84yDzULDpRcKAdeQvoHgRrPw3fHAHbeuS71gJL50PZzynANFFw1IjqaqvpbCscUCFh+RoF5FOO40+P8U7G8lL1UKDvcpTBd767n+9KxoiEsJVjUjo4WHOnDnhqENErGAYkDIKkgtgx1LY8J45BmL1v2HLp5B//P9v777jo6jzP46/Znezm957CCVUEZAmoKiogB30vDv1VMSuYDvx9Oygoqee9c5esJz48/Ts5fAAwa4gRQREpEpJQksjPZv5/TFJMCaQTXaTySbv5+ORB5PJ7Mxnhw3sZ7/f7+cDKQOsik3SsRgGnPoE/DQHvOVA7doHEzDg0/uUPDRTl8RQfthcREFJFfnFlcRGBEkX4yYYhkHX+HB+yi1ii5KHtlWWD189CNV+9BBxuODw65RASMDoHYGIWMlB6mA4bBr0nQDuSKs/xMr/g8VPQv4muyOU1uCJZF/S8Gsm7P65raMJem6Xo67SUkdbOJ0ZX7NoWuse2lZFsX+JA1iP92fkQuQ3ApI8FBcXM336dAYNGkRkZCSRkZEMGjSIGTNmUFysF6xI0HC4IPNwOPwvVilXpxsKt8J3T1sN6Ep22x2hBFpib6wpS79mWKNR0mzdkmveZO8qo7q641Sy0qJpCRbV1dU8/PDD9OvXj9DQUDIzM7nuuuv8ej9aUlJCVlYWhmFw5ZVXNnrMnj17+Mtf/kKvXr0IDQ0lKSmJY445hs8//7zBsYZhNPoVGVl/VG/t2rXcfvvtjBo1iqSkJKKiohg8eDB33313o8/H1/P6y+9pS3v27OHII4/kxx9/JCkpiSFDhgDWE77zzjt54403+Pzzz4mPV1dKkaDh8kDWWMgYYa2D2PadVd515484Mkbiws9PwqT9GHOjtcahHhOOvtGWcIJdcoybULeDsopqsvPKyUgItTukgKhrFKdyrdLOXXvttfzjH//gd7/7Hddddx0//vgj//jHP1i2bBnz5s3D4Wj+5+a33347O3fu3O/PN2/ezNFHH83evXu56KKL6NOnDwUFBaxYsYJt27Y1+pgjjzySSy+9tN6+kJD6Ux1nzZrF448/zsSJEznnnHMICQlhwYIF3Hrrrbz++ut88803hIXV79Xjy3n95XfycPvtt7NmzRoee+wxLrvssroyrV6vl2eeeYarrrqKGTNm8I9//MPvYEWkjXmi4KDTrdGItR/CnnU4t37FuHAXjm0p0PUwLaoOdv0nWoujF94LO1YDJsR2g17j7Y4sKBmGQdfEUNZuL2HzztKOkzzEq1GctH+rVq3in//8J6effjpvvvlm3f4ePXpw9dVX89prr3H22Wc365xLly7lkUce4f777+e6665r9Jhzzz2XqqoqVqxYQVpamk/nzcrK4txzzz3gMX/4wx+46aabiImJqdt3+eWX07t3b+6++26ef/75BiMhvpzXX35PW3rvvfe4+OKLmTp1ar3+Dk6nkylTpnDhhRfyzjvv+HsZEbFTZCoMuRAGn48ZnoTHqMK57kOr0dzOH9VoLNj1nwhTv4JrV0J4AuRvhv9eb3dUQatrkvVJYG5+BWUVHaNMede6aUsday2HBNbHH3+836kztV/Dhg1rtev/3//9H6Zp8uc//7ne/ksuuYTw8HBeeeWVZp3P6/VyySWXcMIJJ3D66ac3esxnn33GF198wQ033EBaWhqVlZWUlPiWZFdUVLB37979/nz48OH1EodaZ555JgArV65s0Xn95XfykJubWzdVqTFDhw4lNzfX38uIiN1qKjNVDZ/K9+U9MEMioGQnfP8yLHse9ur3POjFdIHfPwcYsPRlWDbb7oiCUlSYi/hIa5rAll1lNkcTGLVdpgtKKykorbQ5GmmvunXrxr/+9a+6r7S0NLp27Vpv3z//+c8Gj6uurmbXrl0+f1VXVzd6/cWLF+NwOBgxYkS9/aGhoQwePJjFixc36/k8/PDDdbNr9uejjz4CoGvXrkyYMIGwsDAiIiLo06fPAZOV//znP4SHhxMVFUVycjJXXXUVBQUFPsW1detWAFJSUgJ6Xl/5PW0pJSWFZcuW7ffny5Yta/TJiUiQMpxsqkqh/4g/EbL1S9jyJexZD9/+A7qMshZah4Q1fR5pn3oeC0ffBAvvgQ+nQdogSB1od1RBp2tSKHv2VvLLrjJ6pwd/5/YIj4uECDe7iyvYsqeEmIyGn4aK9OvXj379+gFQWVnJRRddxGmnndbkNJpffvmFHj16+HydjRs30r179wb7t2/fTmJiIh6Pp8HPMjIy+Oqrr6ioqMDtbroR6saNG5k+fTq333473bt3Z9OmTY0e99NPPwHW6Ebv3r156aWXqKio4MEHH2TSpElUVlZywQUX1HvMiBEj+OMf/0ivXr0oLCzko48+4rHHHuPTTz/lq6++OuACZ6/Xy1133YXL5WowBcuf8zaH38nDhAkTePrppxk6dCiXXHJJ3UKU6upqnnvuOWbNmsVll13md6Ai0s64QqH3CdBlBKz9CHaugi1fQc730Ot4SB+m/hDB6qjrYesiWDcPXj8PLl0IoXqz2BwZCaGs2FREYUkVBcWVxHSAng9d4sLYXVzBtvxSBih5kCasWbOGiooKDjnkkCaPTU1NZe7cuT6fOzU1tdH9JSUljSYOYI0+1B7jS/Jw+eWXk5WVxbRp0w54XFFREQBRUVEsWLCg7tynnXYaWVlZ3HzzzUyePLneQu1vv/223jnOO+88Bg0axC233MKjjz7KLbfcst/r/fnPf+brr7/mnnvuoW/fvvV+5s95m8Pv/9nvvPNOsrKymDp1Kunp6YwZM4YxY8aQnp7OlClTyMrK4o477ghErCLSHoXFwyHnWmsiIpKhshh+fAsWPWHNnZfg43DA6c9CTCbs2QDvTNW6lmaq1/Ohw0xdstY9bM3Tugdp2vLlywEYPHhwk8eGhoYybtw4n79qE4HfCg8Pp7y8vNGflZWV1R3TlFdeeYW5c+fy5JNPNlmpqLba0Z/+9Kd6SUlcXBwTJ04kJyenbnTiQK6//nrcbjcffvjhfo+57bbbeOyxx7j00ku56aabmjynr+dtLr+Th4SEBL777jtuvPFGEhISWLx4MYsXLyYxMZGbbrqJxYsXk5CQEIhYRaQ9S+gNI6+GPieD0wNF2+C7p2Dl61BeaHd00lzh8fDHl8ARAms+gK8azlOWA8tM+lXPhw6QfNWue9im5EF88P333wP4NPLg9XrJycnx+cvrbbwQQXp6Ort27Wo0gdi2bRuJiYlNjjqUl5czbdo0TjrpJFJTU1m3bh3r1q1j82brw7CCggLWrVtHfn4+AF26dAEaHw2prbyUl5fX5D0ICQmpi78xM2bMYObMmVxwwQU89dRTTZ7P1/O2REDmFERHR3P33XezatUqSkpKKCkpYeXKlcycOZPo6OhAXEJEgoHDCV2PgNF/gfThgAE5y+CrB2HTp/53SpW21WUYnPA3a3veDNj0pa3hBJuUGDdul0F5ZTU78ivsDsdvGTXJw1b1ehAfrFq1itjYWDIyMpo8dsuWLaSlpfn8tWXLlkbPc+ihh1JdXc2iRYvq7S8rK2P58uUMHz68yVhKS0vZuXMnH374Ib179677OvroowFrVKJ3794899xzAHWLs2sXMf9a7b7k5OQmr1tWVsbWrVsbXSc8Y8YM7rjjDiZPnsxzzz2HYfy2sWfLzttSfq95EBFpwB0J/X9vNZn76X0o3ALr5kD2Uuh7KsRn2R2h+OrQi2HLt/DDG/CfC+CyzyFKRTB84XAYZCaGsT6nhC27SkmNa3wudrDoUpc8aORBmpadne3Tm2YI3JqHM888k3vuuYdHHnmEI488sm7/s88+S0lJCeecc0694ysrK1m/fj3h4eF07doVgIiICN54440G5965cydTp07lhBNO4KKLLmLQoEGAtbbhmmuu4ZVXXuHWW2+tW5ScnZ3NO++8Q58+fejVq1fdeXbv3t3ojJzbbruNqqoqJkyYUG//nXfeyR133MGkSZOYNWvWfpvcNfe8/mh28vDyyy8DMGnSJAzDqPu+Keedd15zLyUiwS4mEw69HLKXWclD8Q5Y+iykDobeJ1lN6KR9MwyY8Cjk/AA718CbF8F576o5oI+6JoWyPqeE7XvKqayqJsQVvEUEatc8bMtX8iBNS0tLY/78+cycOZNDDjnkgG9ea9c8+GvgwIFcccUVPPbYY5x++umcdNJJdR2mx4wZ06A60bZt2zjooIMYM2YMCxcuBKxpPn/4wx8anLu22lLPnj3r/TwuLo4HHniAyy67jFGjRnHhhRdSUVHBk08+SUVFRYPStDNnzuSbb77hmGOOoWvXruzdu5ePPvqIBQsWMHLkSK666qq6Yx9//HGmT59O165dGTduHK+++mq9c6WkpDB+/Phmn9dfzU4ezj//fAzD4KyzzsLtdtd9bx5gPqdhGEoeRDorw2FVXkrqD+v/B1u/hZzlsGsN9DwOuoxUVab2zh1hdaF+5mjY9Dl8ej8c49tivc4uJtxFVJiTolIv2/aU0T256cWa7VVG7L5eD4VllUSHBn8FKWk9d999N9nZ2cyYMYPjjz8+oJ98H8gjjzxC9+7deeaZZ/jwww9JTEzkqquu4s4779zvp/b+uvTSS0lMTOT+++/ntttuw+FwcNhhh/Hqq68yevToesceffTRrF69mpdeeondu3fjdDrrOkZPmzat3mLw2r4Uv/zyC5MnT25w3TFjxtQlD805r7+anTwsWLAAoG7BSe33IiIHFBIG/U6FtKGw5l1rQfVP70H2Euh3GpTlw4b5ULILwhMhaywkD7A7aqmV1AcmPAJvXQKf3gddR0HPY+yOqt0zDIOuSWGs+mUvv+wM7uQhwuMiLjyEvJJKtuWVEp2m5EH2b+jQoXUVl9qS0+nkuuuu47rrrmvy2O7dux/ww+/mHHv66afvtwv1r5166qmceuqpPl3zxRdf5MUXX/Tp2Oac11/NTh7GjBlzwO9FRA4oJhNGTLVGINb/Dwq3waLH6x+zNwdWzIZB5yiBaE8GnWGNPCx92UoiLv8Cohqfeyz7ZCaGsuqXvewuqqS4rIqI0OBdbtglLpy8kgK25ZVyUJoKorQ6dwQ4XP4Vm3C4rPOIBEjw/gsmIsHLcEDmYVZi8PNH1jSmhgdZIxFKHtqXE++HrUtgxyp482Ktf/BBmNtJcoybHQUVbNlVRr8ugenyaoeM2DB+2FagikttJTQWDr8OKopbfg53hHUekQBpleShqqqKd999lz179jBhwoT9rooXkU7OEwUDzoTcH8D8bd1u05rCJO1LSBic8RI8PaZm/cN9cMzNdkfV7nVNCmVHQQW/7Cyjb0ZEs0ottiequGSD0Fi9+Zd2xe+VIzfccAOHHnpo3femaTJu3DjOOOMMLrvsMgYOHMj69ev9vYyIdGQRSY3vd4VBdePNgMRGib2t9Q9gLZ5er7VvTUmLC8XlMCgu97Jnb6Xd4bRYXaM4VVwS6bT8Th7mzJlTr5bu+++/z2effcb1119fV1Lq3nvv9fcyItKRZY2t2fjNp7EVRfDdk1CU3eYhSRMGnQFDJwOmtf6hKMfuiNo1l9MgPcHq8/DLzjKbo2m5jJpyrRp5EOm8/E4etmzZQu/eveu+f//99+nRowf33nsvZ511Fpdffjnz58/39zIi0pElD7AWR0emWIv7IlMhYyS4QmsWVD8GP88Bb/B+YtshnXgfJB8MxTut9Q8aJTqgrok1n9rvLsNb7VuFl/ami7pMi3R6fq95qKiowOXad5oFCxbUa/SRlZVFdrY+NRSRJiQPaLg4OutYq0P1jpWw+VPY8QMc9DuI79X4OaRtaf1DsyRGhxDmdlBaUU1OXjkYsGZrMXtLq4gMc9GvSwQZ8YGrxd4aMmqSh7ySSorLq4jwqO5KU3wtBSpiN19fq36PPGRmZvL1118DsGrVKjZs2FCvfOuOHTvqWnWLiDSLJ9oakThkkrVdugeWPg+r/uNf9REJnMTeVgdq0PqHJhiGQWbN6MPabcUsWltAYUkV1SYUllSxaG0B2/a07ylN0aEhRNeUmtW6hwMLCbH6YJSUaJRGgkNxcTGGYdS9dvfH748MzjrrLO666y527NjBqlWriI6O5qSTTqr7+bJly+jZs6e/lxGRziypP8RlwbqPrf4Q2UusDtX9ToWUgXZHJ4P+CJu/gCUvqv9DE7omhbJ2ezH5JY3X7V+ztbjdjz50iQtndXYhW/NK6JMSZXc47ZbT6SQ2NpYdO3YAEB4eHrRVtqTjMk2TqqoqCgsLKSwsJDY2FqfzwOW3/U4ebrrpJrZs2cI777xDTEwML7/8MrGxsQAUFBTw3nvvce211/p7GRHp7FyhVrKQOhh+fAuKd8APr0LuAGu/WyOctjrhXtj6HeSuhP9cZPV/cGpKy29FhbmIi3CRV9x48rC31I9mYG2kS1wYq7ML2aZF002qLVVfm0CItFdOp5O0tDRiYmKaPNbvf9k9Hg/PP/88zz//fIOfRUVFkZ2dTXh4uL+XERGxxHaDkVfBxgWwaaG1HiJvA/StGYXQJ3v2CAmDP74IzxxtjUJ8eh8ce4vdUbVLmYlh5BUXNfqzyLD2n3BlqNeDzwzDIC0tjeTkZCorVfBB2ieXy4XT6fR5ZKxV/5VyOBw+ZTAiIs3icEHP8dZ0ptX/gb05sPL/IHeFNQrh0VQKW9Suf3jzIvjs79B9NGQdbXdU7U5GgocVmxtPHg7qEtHG0TRfF5VrbTan09nkVBCRYBGQ5OHrr7/mscce4+eff2b37t0NVmsbhqFGcSISeNEZMOIK2LgQNi2AnasgfwP0nQgph2gUwg4D/wAbP4OlL8Fbl8LlX0LkfpoAdlKhbicpMW5yCyrwhDiorKomMszFQV0iSG/n6x3gV+VatWBapFPyO3l4+eWXueCCCwgJCaFPnz507do1EHGJiPjG4YKe4yC5v1WFaW82rPw35P4A/U7TKIQdTrgXtiyCnT/CO1Pg7NfB4Xdxvw6lS2IouQUVuJwGJw5NDqqFtBmxNf0q1OtBpFPyO3m4++676du3L/PmzSM9PT0QMYmINF9UujUKsWmhtR5i52rI2wh9J1iLrIPozVnQc4fDH2bBs8fAurnwzeNw+FV2R9WupMd7WL4Risu85BVXER954NKI7UlmzbSlXXsrKK3wEubWdByRzsTvj4I2b97MlClTlDiIiP0cTsgaayURUelQVQqrXofv/wXljc8xl1aS0h9O+Ju1Pe8O2LbE3njaGZfTQVqcNUVp667gmv4THeYi0qNeDyKdld/JQ5cuXSgvLw9ELCIigRGVBodOhazxYDhh14/wzaOwY5XdkXUuwy6AgyZCdSX850IoK7Q7onYlM7EmedhdTnUQdSE2DGPfugdNXRLpdPxOHi6//HJmz56N1+sNRDwiIoHhcELWsdYoRGQqVBbDildg1RtQ1b67+HYYhgET/wExXSFvE3w4DYLoTXJrS45x43YZlFdWs7Ogwu5wmqWLyrWKdFp+r3kYNmwYb775JiNGjOCKK66gR48ejZYjO+qoo/y9lIhI80WlWQnE+nmw+TPIXmr1hej/R4jPsju6ji8sDv7wPMw6AX54A7KOgSHn2B1Vu+BwGHRJCGVDbilbdpWREuuxOySf1S2a1rQlkU7H7+Rh7NixddsXX3xxg4oRpmliGIZGJkTEPg4X9D4BkvpZIw+le2Dps9B1NPQ8HpzBs1g1KGWOsBrGzb8TPvoLdDkUkvrYHVW7kJloJQ/b95RT5TVxOYNjYb96PYh0Xn4nDy+88EIg4hARaX2x3WHk1fDzh7BtMfzyJez+GQ4+w+oZIa1n9LWw4VPY+Km1/uHieRDS/nsatLa4yBAiPE6Ky71k55WRmRhmd0g+0ZoHkc7L7+Rh8uTJgYhDRKRtuDxw0Ok13anfhOIdsPgJ6DEWuo+x1kpI4DkccPoz8ORoqwfH3NvhpPvtjsp2hmGQmRjKmm3FbNkVPMlDRlxtrweNPIh0NgHt2lNeXs62bduoqAiuhV8i0gkl9oNRf4bkAWBWw4a5sORpKNlld2QdV1Qq/O4pa3vR07DmQ3vjaSe61FRd2pFfQXlltc3R+KZ22tKOonLKKjUtWaQzCUjysHTpUo499liioqLo2rUrX3zxBQA7duxg7NixzJs3LxCXEREJLHcEDDzbmrbkCoWCLfDtP2Hbd6oK1Fp6j4fDrrS2370CCrbaG087EBXmIi7ChQls3R0clcDiwkMIr2kOt12LpkU6Fb+Th+XLl3PkkUeyfv16zjvvvHo/S05OprS0lJdeesnfy4iItA7DgLQhMOoaiMsCbwX8+Cb88H9QqTdFrWLsdEgfAqV58OYl4K2yOyLbdamZrrRlV3AkD4ZhqOKSSCfld/Jw++23k56ezqpVq7j33nsxf/Np3dixY1m0aJG/lxERaV2hsTD0Iuh1PBgO2PGD1Vgub6PdkXU8Ljf8YRa4o+CXr+Czv9sdke26JFhlWvP2VrK3LDiSKfV6EOmc/E4ePv/8cy655BIiIyMblGkF6Nq1K9u3b/f3MiIirc9wQPejYfjlEJYA5QWw5FlY9zFUa153QMVnwSkPW9uf3Q+bvrA3HpuFup0kx7gB2Bokow/7yrWq4pJIZ+J38lBWVkZMTMx+f15YWOjvJURE2lZMJoy8CtKHAyZsWgjfPQUlu+2OrGMZ9EcYfK61YP3NS6Bkj90R2SqzZuH0L7vKGozit0cZGnkQ6ZT8Th569uzJkiVL9vvzTz75hP79+/t7GRGRtuXyQP/fWwuqXaFQuBW+/QdsX6LF1IF00v2Q0BuKtsP7V3fqe5se78HpgOIyL/nF7X/qUheVaxXplPxOHs4++2z+9a9/1auoVDt96cEHH2TOnDlMmjTJ38uIiNgjZaC1mDq2h7WYevV/YOVrWkwdKO4I+P1z4AiBH9+HpS/bHZFtXE4HaXHW6MOWXe3/9VW7YFojDyKdi9/Jw1/+8hdGjRrF8ccfz1FHHYVhGFx77bVkZGRwww03MH78eKZOnRqIWEVE7BEaC8Muhp7HWesicldYoxD5m+2OrGNIHwxjb7O259wIu362NRw71U5d2rq7nOp2PgpTO21pR1EZld7g6E8hIv7zO3lwu93MnTuXBx54gLCwMEJDQ1m7di2JiYncf//9fPDBBzgcAe1FJyLS9gwH9DgGhl8GYfFQlg9LnoFNn1pz9nestKozfXKb9eeOlXZHHFwOuwp6jIHKEnjzYqjqnM1Gk2PcuF0G5ZXV7Cxo3/cgMcKD2+mg2oTcwuBY5C0i/gvIu3qXy8W1117Ld999R3FxMSUlJXz//fdcd911uFyuQFxCRKR9iOlqLaZOOcRKGtbNgW8fgxWzYW8OVFdZf66YrQSiORwOq/t0WBxkL4cFM+2OyBYOh0GXhNqpS+37DbnDYZAWa8W6Pb99xyoigaMhARGR5nKFwoAz4aDTrbn6e7MbOciADfPbPLSgFp0OEx+ztr/8B2z41N54bJJRkzxk55XjrW7fU5fSY6ypS+oyLdJ5KHkQEWkJw4CMQ2HE/tZ0mVCyq01D6hAOOgWGnQ+Y8PZlnbJ8a0JUCGFuB1Vek5z8crvDOaB0dZkW6XQCkjy8+uqrjB49muTkZJxOZ4MvTV0SkQ4rMhUiUhr/WXhS28bSURx/T0351mx476pOV77VMPZNXWrvDeMy6qYtKXkQ6Sz8flc/c+ZMpk+fTkpKCocffjhxcXGBiEtEJHj0HGetcfitxH5tH0tHUFu+9blxsOYDWPpSzWhE59ElMZSfs0vIySunsqqaEFf7nChQO/Kg5EGk8/A7eXjiiSc4+uijmTNnDiEhIYGISUQkuCQPgEHnWGscindaU5qqq2DTAjC9VolXh9PuKINLbfnWubfDnJug22hI7G13VG0mJtxFZKiTvWVesvPK6ZoUZndIjdqXPLTvERIRCRy/P8ooLCzkjDPOUOIgIp1b8gCrmdzYmXD0dMg8zNq/+TNY8rRV2lWap1751os6VfnWelOXdrffN+YaeRDpfPxOHoYMGcKWLVsCEYuISMfgcEHfiTDoXKsyU8EW+PafsHut3ZEFl3rlW7+HT+6yO6I21aWmYdyOggrKK9tnE7b0mjUPReVVFJZV2hyNiLQFv5OHmTNn8tRTT7Fs2bJAxCMi0nEkH2z1hIjKsD49X/YirJ9r9YcQ3/y6fOtX/4ANC20Npy1FhbmICXdhmrB9T/scfQh3u4gLt2YeaPRBpHPwe83DmDFjeP755xk1ahSjRo2ie/fuOJ315/YahsHzzz/v76VERIJPWLzVlXrth7DtW9j4CRT8YvWJcEfaHV1wqC3fuuRFePtymPIVhMfbHVWb6JIYSsEve9m6q4weKeF2h9Oo9Ngw8koq2Z5fSr/UaLvDEZFW5nfy8O233zJ58mQqKyv5/PPP+fzzzxsco+RBRDo1ZwgcdBrEdoMf34Y966xpTAP/BLHd7Y4uOBx/D2z6Enb/bJVvPfMVa2F6B9clIZRVv+xlV1ElpRVewtztb+F9emwYq7YXsk2LpkU6Bb+nLV1zzTW43W7effdd9uzZQ3V1dYMvr9cbiFhFRIJb2hAYcYXV/6G8EJY8C5u/6HR9DFqktnyrI8Qq37rkRbsjahPhHifxUda0oG3tdOF0Rm2juDxNWxLpDPxOHlasWMFf/vIXJkyYQGxsbABCEhHpwCJTrAQiZZC19uHnD60eEVXt841hu1JbvhXg45th1zpbw2krme28YVy6GsWJdCp+Jw/Jycm43e5AxCIi0jm4PDDgLKsik+GEnavg28esjspyYIddBd2PtBagv30peKvsjqjVpcd7AMgrrmJvWft7virXKtK5+J08XHjhhbzyyitUVbW/f9BERNotw7B6QQy/DEJjoXQ3LH4Cti+xO7L2rbZ8qycGti2Bty6BJw+HmcnWn6vfszvCgAt1O0mOsT6ka49Tl5Q8iHQufi+YPuKII/jggw8YNWoUU6dOpUePHg2qLQEcddRR/l5KRKTjicmEEVfCqjdg90+w+j9QuAX6nGL1i5CGYrrAyQ/CWxfDqrcAAzAhdzW8PgnO+Bf0n2h3lAHVJSGUHQUVbNlVRt+M9lWlq3bNQ05hGVXealxOvz+XFJF2zO//mcaNG1e3ffHFF2P8pvqFaZoYhqFF0yIi++OOgMHnwcYFsGE+bP3WmsI06BzwqPRlowb9ET68DsoLgNoF5yZgwKf3dbjkIS3eg2MjFJV6KSipJKamt0J7kBTpIcRpUOk1yS0qr0smRKRj8jt5eOGFFwIRh4hI52Y4IGssRGfAyn9bvSC+/ScMPBvietgdXfvU6CJz0yrn2sG4XQ5SYj1k55WzdVcZMV3bT/LgcBikxoSyZU8p2/NLlTyIdHB+Jw+TJ08ORBwiIgKQ2M+qxrRiNuzNgaXPQe+TIXW43ZG1P4m9rKlK/LrUrQEJve2KqFV1SQi1kofd5fTPjGww0m+n9JiwuuRBRDo2TUwUEWlvwhPh0Cn7yrmufR/nT2/hRNM/6xlzI/UTB6zvj77RjmhaXWqcB6fDoKTcS97e9lWkpK7Xg5IHkQ6v2SMPL7/8MgCTJk3CMIy675ty3nnnNfdSIiKdl9NtlXONzoR1/8WR+z1HhoZD6WgISbE7uvah/0RrcfTCe2FHzQhE+jDod4rdkbUKl9MgLc7D1t1lbN1dVtc8rj1QxSWRzqPZycP555+PYRicddZZuN3uuu/NA3RINQxDyYOISHMZBnQ7AqLSMX94lRiKMZc+DQPOhMS+dkfXPvSfaH3l/ADPHGOVul32CgydZHdkraJLYmhd8jCwW/uZurQveWh/pWRFJLCanTwsWLAAoK4xXO33IiLSSuKzqBp2OXu/fIo4imH5S9BzPHQfYy20FkgdCMfeCvOmw5wbofsREN/xFpqnxLgJcRqUV1azq7CSpJj20aRVXaZFOo9mJw9jxow54PciItIKPDF8UXYwJ/Wqxpn9Haz/HxRuhYP/CK5Qu6NrHw6/CtZ+DL98BW9fBud/BM6O1SvD4TBITwhl845Stu4uazfJg9Y8iHQe+shKRCRIVOOgus9EOOh0MJywczUsfhJKdtkdWvvgcFrdp91RsOVb+PJhuyNqFV0SPABs31NGdfX+pwy3pdppS0VlVRSWVdocjYi0pmZ/JHPsscc2+yKGYTB//vxmP05ERBqRcShEpsKKV6B4Byx6Agb+qcOWKG2WuG5w0t/hncuthdS9xkH6ELujCqjEaDdul0FFlcnOwgpSYj12h0SEx0VseAj5JZVk55cRndp+FnOLSGA1O3nYsGFDgwVaxcXF7NplffIVGxsLQH5+PgCJiYlERkb6F6WIiNQXk1nTD+IVKNgCy16A3idB19HWQuvO7JCzYO1/YfW78NalcOmn4A63O6qAcRgGGQmhbMwtZdvusnaRPIDV6yG/pJLt+aX0TY2yOxwRaSXNnra0adMmNm7cWPc1f/58wsLCuOaaa9i+fTt79uxhz549bN++nauvvprw8HCNOoiItAZPNAy9BNKGASb8/CGs/g94O/m0EcOAUx6xRmd2rbUWUXcwGfE1C5T3lLe7qUta9yDSsfm95uHaa6/l8MMP5+GHHyY1NbVuf2pqKo888gijRo3i2muv9fcyIiLSGGcI9P899DkZMCB7KSx5FsoL7Y7MXuHxcNrj1vaiZ2DdPHvjCbDE6BA8IQ4qvSY7CirsDgeADFVcEukU/E4eFi5ceMCKS0cffTQLFy709zIiIrI/hgFdj4AhF4IrDAq3wLePQcEvdkdmr17jYMSl1va7V0Jpnr3xBJBhGGTEW9OVtu5uH70V1ChOpHPwO3kwDIMff/xxvz9ftWqVv5cQERFfJPSCEVMhIhkqiqwRiO1L7Y7KXuPusO5LUTZ8dIPd0QRURoL1SX92XjnedjB1SY3iRDoHv5OH4447jieffJKXX365Xpdp0zR56aWXePrppznuuOP8vYyIiPgiPBEOnQpJ/aG6Cla/AWs/hGqv3ZHZwx0Opz1lNdP74XVrEXUHkRAVQmiIg6p2MnVJax5EOge/k4eHHnqIjIwMLrjgAjIyMhgzZgxjxowhIyODCy+8kPT0dB566KFAxCoiIr5weWDQOdCjprT2L19YXakrO+mbusxD4YiatXfv/xn27rA1nEAxaqouAWxrB1OXahvF5RSWtYuREBFpHX4nD126dGH58uX89a9/JS4ujkWLFrFo0SLi4uL461//yvLly+nSpUsgYhUREV8ZDug5HgaeDY4Q2PMzLHrc6gvRGY25EVIGQukeeP8aMDvGm9uMmoZx2Xvsn7qUFOXB5TDwVpvsKLI/mRGR1hGQDtMxMTHcc889rFq1itLSUkpLS1m1ahX33HNPXd8HERGxQcpAOHQKhMZC6W6rI/XudXZH1fZcbqv7tCMEfvoIlr9qd0QBER8ZQpjbQVW1SW5+ua2xOB0GqTGquCTS0QUkeRARkXYsKs1qKBfTDarKYPkLsPUbu6Nqe6kD4Jibre05N0L+FnvjCYD2NnVp37oH+2MRkdYR8OShsLCQCy+8kDVr1gT61CIi0lLuSBh6EaQOBrMa1rwLP73X+RZSj74Guoyw+mC8OxWqq+2OyG/7qi5VUOW1d+pShsq1inR4AU8eSktLeemll9i+fXugTy0iIv5whsDBZ0DPmgp4W76G71+C7GXwzaPwyW3WnztW2htna3I4relLIeGw8TNY/JzdEfktLsJFuMeBtx1MXUpXoziRDq9Vpi2ZHWQhmohIh2MY0OMYGHiONf9/98+w6nXYm2OVdt2bAytmd+wEIqEnjL/T2p57O+wK7jUgVsM460273Q3jUmPU60Gko2uV5MEwjNY4rYiIBErKABh+mVWVqQEDNsxv85Da1PCLIOtoqCqFdy4Hb5XdEfmldupSbn45VV77pmKl1yyYzi7QyINIR6WRBxGRzio6A2jswx4TSna1dTRty+GAUx8HTzRsXQxfPWp3RH6JjXAR4XHirYacPPsaxqXVjDzkFGjkQaSjCnjykJSUxMaNGxk9enSgTy0iIoEWkdT4/vDEto3DDjFd4MT7rO0Ff4OcH+yNxw9W1SWr54OdU5fSakYedhdXUFbZyRbji3QSAU8eHA4H3bp1w+PxBPrUIiISaFljazZ+MwLhcEGVvYtv28Qhf4K+J0N1Jbx9eVA/5y6/mrpUadPUpdjwEEJDrLcWGn0Q6ZgCkjx8/fXXnHPOOYwYMYKePXuSlZVV76tnz56BuIyIiARa8gAYdA5EplgJQ2iMtQ6icCt89zSUFdgdYesyDJjwKIQnQO5KWHiv3RG1WHS4i8hQJ9Um5OTZkwQZhkF6zdSlbCUPIh2Sy98TvPzyy1xwwQWEhITQp08funbtGoi4RESkrSQPsL5q5W+GFa/A3mxY/AQMPt9qNNdRRSbBKY/A65Pgy0eg70mQeajdUTVbbcO4n7YVs3V3OZmJYbbEkRoTyoZdxVo0LdJB+Z083H333fTt25d58+aRnp4eiJhERMROsd3g0Kmw/EUo3gHfPQUDz4bEvnZH1nr6T4RBZ8KKf1vVly77HNzhdkfVbF1qkocd+eVUVFXjdrVKXZQDStPIg0iH5ve/Kps3b2bKlClKHEREOpKwOBh+OcT1BG8FfP8ybP3W7qha14n3Q1Q67F4H82bYHU2LRIe7iAqzd+pSbaM4jTyIdEx+Jw9dunShvDx4F5iJiMh+hITBkPMhbRiY1bDmHVj7kbXdEYXFwqmPWduLnoYNC+2MpsVqez7YVXUptbbXgxrFiXRIficPl19+ObNnz8brVUk2EZEOx+GC/r+HrPHW9798DitetUYjOqJeY60GcgDvXgXlRfbG0wK1ycOOggoqqto+0atdML1d05ZEOiS/1zwMGzaMN998kxEjRnDFFVfQo0cPnE5ng+OOOuoofy8lIiJ2MAzIOhbC42HVf2DnKljyLBxyHnii7I4u8MbfCevmQf5mHPNnAGObekS7Eh1mTV0qKvWSk1dO16S2XTidVjNtKUfTlkQ6JL+Th7Fj9/2jevHFF2MY9WuFm6aJYRgamRARCXapg8ETAyv+ZZVyXfwkDJ5slXntSDyRVvfpl07BuewlknqmACfZHVWzZCSEsmZrMdt2l7V98hBtXS+vpJLSCi9h7oYfKIpI8PI7eXjhhRcCEYeIiASDuB4wfAosfwlKd1uVmAadC/EdrJ9PjyNhxKWw6BkG//IclE+BkHi7o/JZRryVPOwoqKCyqpqQNqy6FB3mItztpKTCS3ZBKVlJkW12bRFpfX4nD5MnTw5EHCIiEiwikuDQKfD9v6BgMyybBQedDunD7I4ssMbNwFz7P8LzN1E973Y47TG7I/JZVJiTyFAne8u8ZLfx1CXDMEiLCWX9zmJyCsqUPIh0MG1fAFpERIKfOwKGXgQpg6zqS6v/A+vngmnaHVnguCPwnvIoAI7l/4J1820OyHe1DeMAtu9p+4qIaVo0LdJhBSR5KC4uZvr06QwaNIjIyEgiIyMZNGgQM2bMoLi4OBCXEBGR9sYZAgPOhO5HW99v/ARWvwnVHWeNm9ltNOuTjrO+ee8qKCuwN6BmyIj3AJCbX06lt22rLqXVlWvVommRjsbv5GHPnj2MGDGCu+66i9zcXIYMGcKQIUPIzc3lzjvvZMSIEezZsycQsYqISHtjOKDX8dDvd4AB2UushnJVHaf/z49pf8SM6wGF2+DjW+wOx2fR4S4iQu1pGJcWW9NlulAjDyIdjd/Jw+23386aNWt47LHH2L59O59//jmff/4527dv5/HHH+enn35ixowZAQhVRETarS4j4JBJ4AiB3WthyTNB2SOhMV6nB+8p/wAMWPYv+Hme3SH5xDAMMuLtmbqkkQeRjsvv5OG9997j4osvZurUqfX6OzidTqZMmcKFF17IO++84+9lRESkvUs6CIZdAiERULTdKuVavNPuqALC7HoYjLzc+ua9q6A039Z4fJWRYE1dyskrp6oNpy7VJQ9a8yDS4fidPNROVdqfoUOHkpub6+9lREQkGMRkwqGXQ1gClOXBd09C/ma7owqMsbdDfJaVGAXJ9KWYcBcRnpqpS/lt1xU8vXbakpIHkQ7H7+QhJSWFZcuW7ffny5YtIyWlgzUQEhGR/QtPtBKI6C5QWQpLn4Mdq+yOyn/ucDjtScCA5a/A2v/ZHVGTDMMgvWb0Yfvutnsjn1oz8lBQWklJRVWbXVdEWp/fycOECRN4/vnnefrpp6mu3jckWl1dzTPPPMOsWbOYOHGiv5cREZFg4o60pjAl9oPqKlgxG7Z8bXdU/us6CkZNtbbfvzoopi/VrnvIyS+nyts2pXSjQ0OI9FitpLbna/RBpCPxO3m48847ycrKYurUqaSnpzNmzBjGjBlDeno6U6ZMISsrizvuuCMQsYqISDBxuq3u0xkjABN+eg9+nmP1hQhmx95qddQuyoaPb7Y7mibFRrgI9zjwVltlW9tK7ehDjqYuiXQoficPCQkJfPfdd9x4440kJCSwePFiFi9eTGJiIjfddBOLFy8mISEhELGKiEiwcTih32nQs6ZXwuZPYdUb1mhEsKo3fWk2rP3Y7ogOyDAM0mtGH7btabs38rWLprcXqOKSSEcSkCZx0dHR3H333axatYqSkhJKSkpYuXIlM2fOJDo6OhCXEBGRYGUY0OMY6P8Hqy9EznJY9iJUBfEn0l1HwmFXWNvvXQ2lefbG04S6qUt5FXir22bqUnpNl+lsTVsS6VACkjyIiIg0KX0YDJ5sTWfKWw/fPR1UHZsbOPZWSOgNe3Ngzk12R3NAcZEuwtwOvNVmm01dqpu2VKiRB5GOxNWSBzV3AbRhGLz77rstuZSIiHQkCX1g2GWw/EXrTfd3T8GQCyAi2e7Imi8kDE57AmYdD9//H/Q/FfqeaHdUjaqdurQ+p4Rtu8vrpjG1pvTYmmlLGnkQ6VBalDx88MEHzTreMIyWXKbOZ599xt///neWLFlCdnY2b7/9Nqeddppf5xQREZtEp8OhU2DZLCjZZY1ADJ4MMV3tjqz5MkdY05e++ie8fw1kjoTweLujalRGgof1OSXk5JfjrTZxOvz7v7kpabXTlrTmQaRDadG0perq6ia/FixYwKGHHgpAWlqaX0EWFxdzyCGH8Pjjj/t1HhERaSfC4mD4ZTW9IEpgyXOw6ye7o2qZY26BxD6wN7ddT1+Kjwwh1O2gymuyow2mLqnLtEjHFPA1DytXruTkk0/m2GOP5aeffuKuu+7i559/9uucJ554IjNnzuR3v/tdgKIUERHbuSNh6MUQ3xuqK+H7lyF7/01H262QMDj1CcCAFa+12+ZxhmGQEW81jNu2pw2Sh5ou00VlVewtD+LqWiJST4umLTVmy5Yt3HbbbcyePRun08nVV1/NrbfeakuZ1vLycsrL9/3DWFhYCEBlZSWVlZUBv17tOVvj3LJ/uu/20H23R8e97w44+E84f3obx44fYNXreMsKqe5yuN2BAc2476mDcYy8HOe3T2K+fw1Vl34Boe2v2mBytIv1OZCdV05ZeUWrTl3yOCAq1EVRWRW/7Cqid3Kkz49t7dd7x/s9Emk7hmmaftVsy8vL4+677+aJJ56gvLycP/3pT8ycOZPu3bsHKMT6DMNocs3DjBkzGm1M9+qrrxIeHt4qcYmIiD9MBrg30zMkB4CfK9JZXZkJtO68/EByVpdz9I+3EFmxg00Jx/B91wvsDqkBEzATh4LTjZG3BqMiv1Wv97flTnJKDaYc5KVfbNuUiPVFSUkJZ599NgUFBSopL9JMLU4eysvLeeSRR7jvvvvIz89n/Pjx3HfffQwePDjAIdbnS/LQ2MhDZmYmu3btapV/JCorK5k7dy7jx48nJCQk4OeXxum+20P33R6d4r6bJo4tn+PcOA+A6tQhePtMBMNpW0jNve/G5i9xvXIqAFXnvIXZ/ajWDrHZfvilmM07y+mS4GZwd99HA1riopeX8NnPu7nntP78cVgXnx/X2q/3wsJCEhMTlTyItECLpi09//zzzJgxg+3btzN06FDuvfdexo4dG+jYWszj8eDxeBrsDwkJadX/dFv7/NI43Xd76L7bo8Pf955jITQGfnwLR84yHFWlMPBPVm8IG/l833sdDYdeDIufw/XhtTD1a3BHtHp8zdE1KZzNO8vJza/E6XThaMWpSxlx4cBucosqW/S6ba3Xe4f+HRJpZS1KHi655BIMw2D48OGcccYZfP/993z//ff7Pd4wDK699toWBykiIp1IxnBwh8MP/we71sDSWVYp15AwuyPzzbgZsPZjyN8M8++CE++1O6J6EqJC8IQ4KK+sZmdhBSmxDT9sC5TUaOvvLEcVl0Q6jBYvmDZNk8WLF7N48eImj/U3edi7dy/r1q2r+37jxo0sX76c+Ph4unYNwrrgIiJyYEn9YciFVgWmgs1WL4ghF1ijEu2dJwomPAKv/B6+fQoOPg26jrI7qjqGYZAe52HjjlK27S5r1eQhrbZRnHo9iHQYLUoeFixYEOg4Dui7777jmGOOqft+2rRpAEyePJkXX3yxTWMREZE2EtfD6gWx7AUozg2ubtS9xsHgc2H5K/DuFXD5F+1q5CQjIZSNO0rZnlfO4Gqz1aYupdc1itPIg0hH0aLkYcyYMYGO44COPvpo/CwKJSIiwSgyFYZf/ptu1OdDTKbdkTXt+Jmwbh7sXgcL74XxDasA2iUhOgS3y6CiymzVqUupNY3iNG1JpOMIeJM4ERGRgPptN+qlz8GedU0/zm5hcXDKw9b2V/+EbUvtjedXHIZBenzNlKJWbBiXXjNtaW95FYVl6q0g0hEoeRARkfavrht1L/BWwLIXYccqu6NqWr+TYMDvwfTCu1dCVYXdEdVJr+k2nZ1X3mqj++FuFzFhVmWj7HyNPoh0BEoeREQkOLg8VtWlpIOtN+MrZsOa9+CbR+GT26w/d6y0O8qGTrwfwhOsZOeLh+yOpk5StJsQp0F5ZTW7i1pvVCCtZupSthZNi3QISh5ERCR4OFxW34e0YYAJW7+GvTlQXWX9uWJ2+0sgIhLhpL9b25/9HXLaR3wOh0FqnDX60JpTl/YlDxp5EOkIlDyIiEhwcTih/+kQEt7IDw3YML/NQ2rSwadDv1OsJOfdK8BbZXdEwL6pS9v3lLXa1KW02JqKS/kaeRDpCJQ8iIhI8DEc1tqHBkyrKlN7Yxhw8oNWn4rs5fD1P+2OCIDkGA9OB5RWVJNf3DoJTVq0Rh5EOhIlDyIiEpzCE5u3325RqXD836ztBX+DXT/bGw/gchp1ZVq372mdN/d1Iw9KHkQ6BCUPIiISnLLG1mz8psGZ4QRvOy0LOvhs6DkWvOXwf3+CJw6Hmcnw5OGw+j1bQto3dal1qi7VrnlQl2mRjkHJg4iIBKfkATDoHIhMsRZSh8ZZ05mKtlldqava4SfdhgETHgVXKOz+2arAVFUOuavh9Um2JBCpsR4cBuwt81JU6g34+dN+1ShODV9Fgl+LOkyLiIi0C8kDrK9aeRtg+cuQvxGWPAdDLgB3hH3xNSY202ogV5T9q50mYMCn90H/iW0aTojLQVKMm9z8CrbvKSM6PDKg50+LsaYtlVR4KSytIiY8JKDnF5G2pZEHERHpOOKyYNglEBJhjUB89zSUFdgdVUMlexrZaVqjETZozW7TYW4nsTUJg6YuiQQ/JQ8iItKxRGfA8EvBEwMlO+G7p9pfBabEXjRYq4EBCb3tiIa0OA8GUFBSxd6ywFddqh19yNGiaZGgp+RBREQ6nohkOPRyq/JSWb41ArE3x+6o9hlzI3VTleqYcPSNtoTjCXGQGO0GWmf0IV2LpkU6DCUPIiLSMYXGwvDLIDINKvbCkmegcKvdUVn6T4Qz/gUpB1OXQKQPsxrJ2eTXVZcCLbW2y3S+Rh5Egp2SBxER6bjckdYaiOhMqCy1FlHnb7I7Kkv/iTDlS+vL4YLtS2D1O7aFk1aTPOTtraS0PLBVl+oqLhUqeRAJdkoeRESkYwsJg6EXQWwPq7/C0lmwe53dUe2TcjAcMc3a/uj6/Symbn1hbifxkTULm/MCO/qQWrPmIVfJg0jQU/IgIiIdn8sDQ86HhD5QXQnLX4Sdq+2Oap+j/gKJfaB4J/zvNtvC2Dd1KbBv8lOja6YtacG0SNBT8iAiIp2D0w2HTIKkg8H0worZkPO93VFZXB6Y+E/AgOWvwPoFtoRRW7J1V2El5ZXVATtv7ZqHXCUPIkFPyYOIiHQeDhcM/BOkDgazGlb+G7Z9Z3dUlq6j4NCLre33r4GKkjYPISLUSUy41T82O4BTl2qTh6LyKorKKgN2XhFpe0oeRESkc3E44eA/QsYIwIQf34RfvrI7Ksu46VafivzNsOBuW0LISAj81KVIj4soj5WUaN2DSHBT8iAiIp2P4YB+p0HXI6zv174PGxfaGZHFEwWnPGxtf/MEbFvS5iGk1Uxd2lFQQWVV4KYupdRWXCoIfClYEWk7Sh5ERKRzMgzofRL0GGt9v/5jWPcxmKa9cfU5Hgb8wZpW9d7V4G3baT7RYS4iQ52YJuTkB+6Nfm251mw1ihMJakoeRESk8zIM6DkOep1ofb9pIaz9wP4E4sT7ICweclfCl4+2+eUzEmo6QgewYVxKTcUlTVsSCW5KHkRERLofBX0nWttbvoIf37I++bdLRCKc8Ddr+9P7YdfPbXr52pKtufnlVHkDk0jtG3lQ8iASzJQ8iIiIAGQeBv3/ABiw/TtY+TpUB7bTcrMMOhN6jrUa2713NVS3XTITE+4i3OPAWw25AVqjUFeuVSMPIkFNyYOIiEit9GFWKVfDAbnf41z9bxzYNAJhGDDhEQiJsKpBLXmhDS9t1PV8yA7Q1CU1ihPpGJQ8iIiI/FrKQKuZnMOFY/caDvWstbpS2yG2K4yt6Tg9dzoUbGuzS9dOXcrOK8db7f/UJY08iHQMSh5ERER+K7EfHDIZ0xFCqisf5w+zwVthTywjLoWM4VBRBB9e12aLueMjQwgNcVDlNdlZ4P9zrx152LW3gvIqG6eDiYhflDyIiIg0JqEX3oHnUmU6cORvgOUvQZUNPQocTjj1MXCEwNr/wqq32+SyhmGQVjP6sD0A3abjI9y4ndbbjh2F6vUgEqyUPIiIiOyHGduDr8sOwnR6IG8DLHsBqmyYdpN8EBw5zdr+7w1QsqdNLls3dWlPGdV+jngYhkFKjHW+HE1dEglaSh5EREQOYE91FN5Bk8EVCgWbYenzUGlDo7Mjr4PEvlC8E/53a5tcMjHKTYjLoKLKZHeh/+s+0qLDAC2aFglmSh5ERESaYEZ3gaEXQ0gYFG6Fpc9BRXHbBuHyWNOXMGD5bFj/Satf0uEwSIurmbq0x/83/HWLppU8iAQtJQ8iIiK+iM6AYZdapVOLttckEHvbNobMETDiEmv7/WvaJIGpLdm6Pa8c08+pS6lqFCcS9JQ8iIiI+CoyFYZdAu4o2JsDS56F8sK2jWHs7RDdBfJ/gU/ubvXLJce4cTkMyiqqySuu8utctRWXVK5VJHgpeRAREWmOyBQrgfBEQ/EOK4EoK2i763uirOZxAN8+CduXterlnA6DlFg3YC2c9se+kQcb1oyISEAoeRAREWmuiCRrClNoLJTsgiXPQGle212/93gY8Acwq+G9q8Hr34hAU+qmLvnZbbo2ecjRtCWRoKXkQUREpCXCE6wEIiweSvdYCUQblVAF4IS/WclLzgprBKIVpcS6MQzYW+alqLTliUrttKUdRYHpWi0ibU/Jg4iISEuFxVkJRHgilOXDkqetUqptITIZjptpbS+4B/I2tdqlQlwOkqOtqUv+jD4kRXlwGFBVbbJ7rxrFiQQjJQ8iIiL+CI2x1kBEJFuLp5c8C3tz2+baQ86FbkdAZQl8eB34WQ3pQNJ+1TCupUKcDhIj1ShOJJgpeRAREfGXJ9pKICJToaKoJoHIaf3rGoa1eNrphnXzYOWbrXap2n4PecVVlJZ7W34elWsVCWpKHkRERALBHWk1kotKh8piWPJc2yQQib3hqOut7f/+tdXWXYS6ncRHhgCQndfyKUd1jeI08iASlJQ8iIiIBIo7AoZe1PYJxOg/Q1I/q/LT3Ntb7TLp8bXdpv1IHqI18iASzJQ8iIiIBFJIeM0IREZNAvEsFGW37jVdbpjwqLW97F+w8fNWuUztuoedhRXM+34X736by/wVu9nWjHUQqTFhAOQqeRAJSkoeREREAi0kzBqBiM6wFjMvfa71E4iuo2D4hdb2B3+GysC/OY8MdRHmtt46FJV6qTahsKSKRWsLfE4gUmNqFl4reRAJSkoeREREWkNIGAy5CKK71CQQz0LR9ta95tjp1qLt3evg8wdb5RL768+wZmuxT49PjbZGHlRtSSQ4KXkQERFpLSFhMOTCmgSi1BqBKGzFBCIsFk68z9r+4mHY8WPAL1HlbTx52Otj87hfd5k2W7G0rIi0DiUPIiIiraluClPmrxKIba13vf6nQp8ToboS3r8GqqsDevrIUGfj+8NcPj2+dsF0aaWXQj+6VYuIPZQ8iIiItDZXKAy9EGIyoaoUlj4Pmz6Dbx6FT26z/tyxMjDXMgw4+QGrdOyWb2Hpi4E5b41+mZGN7j+oS4RPjw9zO4kNt0q+auqSSPBR8iAiItIWXKHWFKaYrlYCse6/VhnX6irrzxWzA5dAxHSBY2+ztudOh8LALdbOiA+tlyhEh7sY2SeG9PhQn8+xr1xracDiEpG2oeRBRESkrbhCYcgF4Ahp5IcGbJgfuGuNuATSh0J5Icz5a+DOC/TJiMDtMgAY1C2qWYkDqFGcSDBT8iAiItKWXKFAYwuFTavJW6A4nDDxH2A4YfW7sOajwJ3aMEiNq2kYl9f8BECN4kSCl5IHERGRthaeuJ/9SYG9TupAOPwqa/ujv0B5UcBOXTvakL2nvNlVkzTyIBK8lDyIiIi0tayxje9PHRT4a435K8R2syo8fTIzYKdNjnHjdBiUVlSTX9y8qkkaeRAJXkoeRERE2lryABh0jtXQzeECh9vav3EhFPwS2Gu5w+GUh63tb5+GrUsCclqnwyAl1oo7O6+8WY/9da8HEQkuSh5ERETskDwARl0Dx94FY26B2B7gLYelswKfQPQaC4POBEyr94O3MiCnTY+vWfewp3lJQFqMukyLBCslDyIiInZzumHI+RCX9asEYktgr3H8PRAWB7k/wNePB+SUKbEeDAOKSr0UNaPhW+20pfySSsoqvQGJRUTahpIHERGR9sDphsGT941ALJsV2E7UEYlWAgGw8F7Ys8HvU7pdDpKimz91KTrMRViI1alaU5dEgouSBxERkfaiLoHoDlVlVifqwu2BO/8hf4IeR1lN6j6YBs2sktSYtNqSrXt8Tx4Mw6hb96BF0yLBRcmDiIhIe+LywODz93WiXvYcFAWoQ7RhwCmPgNMDGxbAD//x+5RpNese8vZWUlrh+xSk2qlLKtcqElyUPIiIiLQ3Lo/ViTo6EypLYelzsDcnMOdO6Aljrre2P74JSvP8Ol2Y20lcpNUxO7sZow8aeRAJTkoeRERE2iNXaE0CkQGVJbDkOdibG5hzH34NJPaF4p0wb4bfp6ututScdQ/7yrWW+n19EWk7Sh5ERETaq5AwGHIRRKVDZbE1AlG8w//zutz7ej8seRF++dav09Wue9hZWEFFVbVPj6mdtqRyrSLBRcmDiIhIexYSBkMvgsg0qNhrjUAU7/T/vN1Hw5Bzre0P/uxX74eoMBdRYU5ME3LzfRt9UKM4keCk5EFERKS9CwmvSSBSoaIIljwLJbv8P+/4uyA8AXashq8f8+tU6fFWMuBr1aW0GI08iAQjJQ8iIiLBwB1hJRARKb9KIHb7d87weDhuprW98D7I29TiU9VOXcrNr8Bb3XQJ2NppSzuLyqny+jbVSUTsp+RBREQkWLgjYdjFEJEM5YVWAlG6x79zHvIn6H6kVRb2o+tb3PshNsJFmNuBt9pkR0FFk8cnRHpwOQyqTdi51/eF1iJiLyUPIiIiwcQdCUMvhvAkKC+oSSD8KLdqGHDyQ+AIgZ//B6vfbeFpjLqeD9v3ND0VyekwSI6qqdKkdQ8iQUPJg4iISLDxRFkjEOGJUJYPS5+1/myppD5w5DRr+79/hbKCFp0mPa5mHUNeOdU+jGDULprOVfIgEjSUPIiIiAQjT7Q1AhGWYI08LHm2xW/6AThiGsT3tJrRfTKzRadIiA4hxGVQUWWyp6jp6k1qFCcSfJQ8iIiIBKvQGBh2CYTFW2sfljxrrYVoiZBQOPlBa3vRs7BtSbNP4TAM0mJrpy41vY4hNToMUMUlkWCi5EFERCSY1SYQoXFQutu/BKLnMTDwDMCE9/8M3qpmn6J23UP2njLMJqYupanXg0jQUfIgIiIS7EJjaxKIWKv/w9LnrYZyLXH8PdZ5clbAomea/fDkGA9OB5RUVFNYcuDkI0XJg0jQUfIgIiLSEYTFwdBLwBMDxTusBKKypPnniUyC8XdY25/MhIKtzXq4y2mQHFMz+pB34KlLahQnEnyUPIiIiHQU4fFWIzl3lLXweeksqGrBG/Mh50HmKKgstqovNVNtw7im1j3UNorLKWx6ipOItA9KHkRERDqSiCQrgQiJgKJtsOwFqGpmEzaHA055GBwuWPMBrPmoWQ9PrUkeCkqqKCn37ve45GjruIqqavJKmq7OJCL2U/IgIiLS0USmWAmEKwwKfoHlL4G36a7P9aT0h8OutLY/uh7KfV9D4QlxkBAVAhx46pLH5SQhwm0dV1DavPhExBZKHkRERDqiqDQYeiE4PZC/Eb7/F3ib+en+mL9CbFco3AoL/9ash9ZOXcpuaupSbaM4rXsQCQpKHkRERDqq6C4w5AJwumHPOlgxG6qbUX7VHQ4nP2Rtf/MkZK/w+aG1JVt3FVVQUVW93+Nq1z2oUZxIcFDyICIi0pHFdoPBk8ERArt/gh9eg+r9r0NooPd46H8amF744M8+PzYy1EVUmBPThNz8/Y8+pKpcq0hQUfIgIiLS0cVlwSGTrAXQO1fBqtfB3P9oQAMn3AueaKvr9HezfH5YWlzNqMIBpi7VVVxS8iASFJQ8iIiIdAYJvWHg2WA4IXcFrH7T9wQiOg3G3m5tz78TinJ8eljt1KXc/Aq81Y2XYk1RrweRoKLkQUREpLNIOggGngWGA7KXwpp3wdf+CsMvhPShUF4Ic2706SFxES5CQxxUVZvsLGi82lPtyIMWTIsEByUPIiIinUnyADj4DMCAbYtg7Qe+JRAOJ0x4xEo8Vr0NjwyCmcnw5OGw+r1GH2IYxr6qS/sp2ao1DyLBRcmDiIhIZ5N6CPT/vbW95StYN8e3BCLtEOh9nLWdv9lqPpe7Gl6ftN8EonbqUk5eeaNdpFNqRh4Ky6oorWjGQm4RsYWSBxERkc4ofRj0O83a3vwZbJjn2+PyN/9mhwkY8Ol9jR6eGO3G5TQoq6wmb2/DMrHRoS7CQpyA1j2IBAMlDyIiIp1Vl5HQ5xRre+MnsHFh04/Zs6GRnSbs/rnRw50Og5SYmi7SeQ2TA8MwNHVJJIgoeRAREenMuo6GXidY2+s/hs1fHPj4hF6A8ZudhlXNaT9qpy7td92DFk2LBA0lDyIiIp1d9zGQNc7a/vlD2PL1/o8dcyN1U5XqmHD0/iswpcR6MAwoKvWyt7Th1KVUlWsVCRpKHkRERAR6HAvdj7a2f3oPtn3X+HH9J8IZ/4KUg62mcwDuKOh+xH5P7XY5SIyunbrUcPQhRY3iRIKGkgcREREBw4Cex1nTmAB+fAtyljd+bP+JMOVLuDkbEvtCRZHVPO4ADlSyNTW6ppmcRh5E2j0lDyIiImIxDOh9srWQGhNWvQE7Vu3/eJcbTn7Q2v7uBdi6ZL+H1iYPu4sqKa+s39la05ZEgoeSBxEREdnHMKDvREgbAmY1/PB/sHvt/o/vcSQMOgsw4YM/g7fhmgaAcI+T2AhrmtNvRx80bUkkeCh5EBERkfoMBxz0e6sbtemF71+BvI37P/64mRAaAzkrYPFz+z1sf1OXakcedhSV4632oVmdiNhGyYOIiIg05HDCgDMhoS9UV8Lyl6BgS+PHRibB2OnW9iczoSin0cNqk4cd+eVUefclCUmRHhwGeKtNdu9tvJyriLQPSh5ERESkcQ4XDDoH4rLAWw7LXoC9jScGDLsAMoZZi6c/vrnRQ6LDXYR7HFSbsKNgX5LgcjpIjLQSC617EGnflDyIiIjI/jlD4JDzICYTqkph6fNQvLPhcQ4HnPKwNeVp5Zuw/pMGhxiGQVqcNUVpf1OXtO5BpH1T8iAiIiIH5vLA4AsgMg0q9sLip+Crh+CT2+CbR2HHSuu4tENgxKXW9od/gcqGiUDt1KWcvHKqzX1Tl1LUZVokKCh5EBERkaaFhMHQC8EdDVUlULITqqusaUwrZu9LII65BSJTYc96+PLRBqdJiA4hxGlQUWWyp6iybn9qtMq1igQDJQ8iIiLiG3ekNQrRgAEb5lubodFwwj3W9ucPwu719Y50GAapjVRd2jdtSQumRdozJQ8iIiLiu7K8RnaaULJr37cHnw5Zx1iLrD+6Hsz65VfrSrbuKces+ZmmLYkEByUPIiIi4rvwxMb3hyXs2zYMOOkBcLph/XxY/U69Q1Ni3TgMKC73UlTqBTRtSSRYKHkQERER32WNrdkw6u83AO++NQwk9oIjrrW259wE5UV1P3I5HSTFuAHIzrOShdQYazQiV9WWRNo1JQ8iIiLiu+QBVu+HyBSrD0RYgvXn3lz44VWo9u479ohpENcDirJhwd/qnaZ26tL2PdYah9SYMACKyqsoLq9qm+ciIs2m5EFERESaJ3kAjLoGjr0LRv8FhlxgJRC71sCq18Gsto4LCYWTH7C2v30Kcn6oO0Vt8pBfXEVphZdIj4tIjwuA3EItmhZpr5Q8iIiIiH/ismDQuWA4IXcFrH5rXwLRaxz0Pw1ML3wwDaqt/aFuJ/GRIYC1cBogJbpm6lKRpi6JtFdKHkRERMR/iX1h4FlWh+nsJbD2g31Vlk74m1XmdesiWPZy3UPSflOytbZcq0YeRNovJQ8iIiISGMkDoP8fAAO2fA3r/2ftj063mscBzJ0OxVZZ17R4K3nYWVhBZVX1r8q1KnkQaa+UPIiIiEjgpA2Bfqda25sWwsYF1vaISyF1IJTlw9zbAYgKcxEZ6sQ0ITe/oq5cq3o9iLRfSh5EREQksLqMhN4nWdvr/we/fAlOF5z8MGDA8tmw+Svg11OXyvZ1mdbIg0i7peRBREREAq/bkft6Qqz9ALZ9B5mHwrDJ1r4PpoG3sm7qUk5+BclRNSMPWjAt0m4peRAREZHW0WOslUQA/PgW5P4AY6dDeALs/BG+eYL4yBA8IQ6qvCYxHqtxnNY8iLRfSh5ERESkdRgG9DoRMg4FTFj5byjZCePvsn6+8F6Mgq2k1kxdotrqWr1rbwXVpj0hi8iBKXkQERGR1mMY0O80SBlk9XpYMRu6HQZdD4fKEphzI+m/ahjndBh4q02KKu0NW0Qap+RBREREWpfhgIPPsHpBVFfC9y/DsbdYXanXfEBS7ic4HQZlFdUMSIsBIL/C5phFpFFKHkRERKT1OZww8ByrG7W3HDYvhMOmAuCccwNpkV4AhnSJB6CgwrArUhE5ACUPIiIi0jacIXDIeRDdBSqLwRMKCX0g/xf6bHgagKz4SAAKNPIg0i4peRAREZG24/LA4PMhIgUq9sKAk8EdTvSyx4ks3kiUx018uJt8jTyItEtKHkRERKRtuSNg6IUQFm9NYRryJwzDYPjau8A0GZAWq5EHkXZKyYOIiIi0PU80DL3I+jPEAwMmErfrW9Jz5zAgVcmDSHul5EFERETsERYPQy6EkHCITIL+JzFozd/oE2NQVu2yOzoRaURQJQ+PP/443bt3JzQ0lJEjR7Jo0SK7QxIRERF/RKZYCYTTAzEZhGUN5eANj5EWF2t3ZCLSiKBJHv79738zbdo0pk+fztKlSznkkEM4/vjj2bFjh92hiYiIiD+iM2DwZKsfRHx3enm2MSZmJ0VlVXZHJiK/ETTJw0MPPcQll1zCBRdcQP/+/XnqqacIDw9n1qxZdocmIiIi/orrAYech2maGEm9uCDkXbLziu2OSkR+IygmFFZUVLBkyRJuuummun0Oh4Nx48bx9ddfNzi+vLyc8vLyuu8LCwsBqKyspLIy8P3ua8/ZGueW/dN9t4fuuz103+2h+97GYrKgx3hcG/9HWHwycSufozLtuoBfRn+fIi0XFMnDrl278Hq9pKSk1NufkpLCmjVrGhz/t7/9jTvuuKPB/v/973+Eh4e3Wpxz585ttXPL/um+20P33R667/bQfW9bffdC14hivijpj+ejjwJ+/pKSkoCfU6SzCIrkobluuukmpk2bVvd9YWEhmZmZHHfccURHRwf8epWVlcydO5fx48cTEhIS8PNL43Tf7aH7bg/dd3vovtujsmIcc+fN5ZTTjmuV+147I0FEmi8okofExEScTie5ubn19ufm5pKamtrgeI/Hg8fjabA/JCSkVf/xb+3zS+N03+2h+24P3Xd76L7bwWi1+66/S5GWC4oF0263m2HDhjF//vy6fdXV1cyfP5/DDjvMxshERERERDqPoBh5AJg2bRqTJ09m+PDhjBgxgkceeYTi4mIuuOACu0MTEREREekUgiZ5OPPMM9m5cye33347OTk5DB48mDlz5jRYRC0iIiIiIq0jaJIHgCuvvJIrr7zS7jBERERERDqloFjzICIiIiIi9lPyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPlHyICIiIiIiPnHZHUBbME0TgMLCwlY5f2VlJSUlJRQWFhISEtIq15CGdN/toftuD913e+i+26O173vt+4Ha9wci4rtOkTwUFRUBkJmZaXMkIiIi0l4UFRURExNjdxgiQcUwO0HaXV1dzfbt24mKisIwjICfv7CwkMzMTLZs2UJ0dHTAzy+N0323h+67PXTf7aH7bo/Wvu+maVJUVER6ejoOh2ZwizRHpxh5cDgcdOnSpdWvEx0drf9cbKD7bg/dd3vovttD990erXnfNeIg0jJKt0VERERExCdKHkRERERExCdKHgLA4/Ewffp0PB6P3aF0Krrv9tB9t4fuuz103+2h+y7SfnWKBdMiIiIiIuI/jTyIiIiIiIhPlDyIiIiIiIhPlDyIiIiIiIhPlDyIiIiIiIhPlDz46PHHH6d79+6EhoYycuRIFi1adMDj33jjDfr160doaCgDBw7ko48+aqNIO5bm3Pdnn32WI488kri4OOLi4hg3blyTf0/SuOa+3mu99tprGIbBaaed1roBdlDNve/5+flcccUVpKWl4fF46NOnj/6taYHm3vdHHnmEvn37EhYWRmZmJtdeey1lZWVtFG3H8NlnnzFhwgTS09MxDIN33nmnyccsXLiQoUOH4vF46NWrFy+++GKrxykijTClSa+99prpdrvNWbNmmatWrTIvueQSMzY21szNzW30+C+//NJ0Op3m/fffb65evdq89dZbzZCQEPOHH35o48iDW3Pv+9lnn20+/vjj5rJly8wff/zRPP/8882YmBhz69atbRx5cGvufa+1ceNGMyMjwzzyyCPNU089tW2C7UCae9/Ly8vN4cOHmyeddJL5xRdfmBs3bjQXLlxoLl++vI0jD27Nve+zZ882PR6POXv2bHPjxo3mxx9/bKalpZnXXnttG0ce3D766CPzlltuMd966y0TMN9+++0DHr9hwwYzPDzcnDZtmrl69Wrzn//8p+l0Os05c+a0TcAiUkfJgw9GjBhhXnHFFXXfe71eMz093fzb3/7W6PFnnHGGefLJJ9fbN3LkSPOyyy5r1Tg7mube99+qqqoyo6KizJdeeqm1QuyQWnLfq6qqzMMPP9x87rnnzMmTJyt5aIHm3vcnn3zSzMrKMisqKtoqxA6puff9iiuuMI899th6+6ZNm2aOHj26VePsyHxJHm644Qbz4IMPrrfvzDPPNI8//vhWjExEGqNpS02oqKhgyZIljBs3rm6fw+Fg3LhxfP31140+5uuvv653PMDxxx+/3+OloZbc998qKSmhsrKS+Pj41gqzw2npfb/zzjtJTk7moosuaoswO5yW3Pf33nuPww47jCuuuIKUlBQGDBjAPffcg9frbauwg15L7vvhhx/OkiVL6qY2bdiwgY8++oiTTjqpTWLurPT/qkj74bI7gPZu165deL1eUlJS6u1PSUlhzZo1jT4mJyen0eNzcnJaLc6OpiX3/bf++te/kp6e3uA/HNm/ltz3L774gueff57ly5e3QYQdU0vu+4YNG/jkk08455xz+Oijj1i3bh1Tp06lsrKS6dOnt0XYQa8l9/3ss89m165dHHHEEZimSVVVFZdffjk333xzW4Tcae3v/9XCwkJKS0sJCwuzKTKRzkcjD9Ih3Xvvvbz22mu8/fbbhIaG2h1Oh1VUVMSkSZN49tlnSUxMtDucTqW6uprk5GSeeeYZhg0bxplnnsktt9zCU089ZXdoHdrChQu55557eOKJJ1i6dClvvfUWH374IXfddZfdoYmItAmNPDQhMTERp9NJbm5uvf25ubmkpqY2+pjU1NRmHS8NteS+13rggQe49957mTdvHoMGDWrNMDuc5t739evXs2nTJiZMmFC3r7q6GgCXy8VPP/1Ez549WzfoDqAlr/e0tDRCQkJwOp11+w466CBycnKoqKjA7Xa3aswdQUvu+2233cakSZO4+OKLARg4cCDFxcVceuml3HLLLTgc+kyuNezv/9Xo6GiNOoi0Mf0r1wS3282wYcOYP39+3b7q6mrmz5/PYYcd1uhjDjvssHrHA8ydO3e/x0tDLbnvAPfffz933XUXc+bMYfjw4W0RaofS3Pver18/fvjhB5YvX173NXHiRI455hiWL19OZmZmW4YftFryeh89ejTr1q2rS9YA1q5dS1pamhIHH7XkvpeUlDRIEGoTONM0Wy/YTk7/r4q0I3av2A4Gr732munxeMwXX3zRXL16tXnppZeasbGxZk5Ojmmapjlp0iTzxhtvrDv+yy+/NF0ul/nAAw+YP/74ozl9+nSVam2B5t73e++913S73eZ//vMfMzs7u+6rqKjIrqcQlJp7339L1ZZaprn3/ZdffjGjoqLMK6+80vzpp5/MDz74wExOTjZnzpxp11MISs2979OnTzejoqLM//u//zM3bNhg/u9//zN79uxpnnHGGXY9haBUVFRkLlu2zFy2bJkJmA899JC5bNkyc/PmzaZpmuaNN95oTpo0qe742lKt119/vfnjjz+ajz/+uEq1ithEyYOP/vnPf5pdu3Y13W63OWLECPObb76p+9mYMWPMyZMn1zv+9ddfN/v06WO63W7z4IMPNj/88MM2jrhjaM5979atmwk0+Jo+fXrbBx7kmvt6/zUlDy3X3Pv+1VdfmSNHjjQ9Ho+ZlZVl3n333WZVVVUbRx38mnPfKysrzRkzZpg9e/Y0Q0NDzczMTHPq1KlmXl5e2wcexBYsWNDov9e193ry5MnmmDFjGjxm8ODBptvtNrOysswXXnihzeMWEdM0TFPjrCIiIiIi0jSteRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREREREZ8oeRAREemAXn/9dY444ggiIyPp3r273eGISAeh5EFERKQDiouL48orr+Tuu++2OxQR6UCUPEhQ6t69O0cffXTd9wsXLsQwDF588UXbYmot7fW5NSeuF198EcMwWLhwYavH9Wvt9d4FQiCe229/jwJ1Xmkfxo8fz1lnnUW3bt3sDkVEOhAlD51Q7ZsDwzB49tlnGz3GMAxOOeWUNo5MpONbvnw5M2bMYNOmTXaHElAd9XmJiEh9Sh46uRkzZlBaWmp3GH476qijKC0tZdKkSXaHEnAd+bm1tvZ475YvX84dd9zRbt9kt/Setffn1VGcddZZdR/+NPbV1qN7ItL5KHnoxIYPH8727dt55JFH7A7Fbw6Hg9DQUJxOp92hBFxHfm6twev1UlJSAujetYTuWfv27LPPsnPnzv1+jR492u4QRaSDU/LQiZ1xxhkMGzaM++67j927dzd5/K5du7jiiivIzMzE7XaTmZnJFVdc0eCxtfPbP/nkEx544AF69uyJx+OhT58+vPTSS82KccuWLZxxxhnExMQQHR3NhAkTWL9+fYPjGpunXRvH/PnzufPOO+nWrRthYWGMHDmSb775BoBPP/2UI444goiICNLS0rjrrrsajaO8vJx77rmHgw8+mNDQUGJjY5kwYQLLli1r8XMvKytjxowZ9O3bl/DwcGJjYxk4cCDXX399k88NWufvo6ioiFtvvZWRI0eSmJiIx+OhV69e3HjjjXVvyP1RXV3t02uiuc9t3rx53HXXXfTs2ZPQ0FBef/31/d67A31qe/7557c4Bl/u74wZM7jgggsAOOaYYxpct7Xuv6+/R/u7Z029VgP5vFry70dFRQX3338/gwcPJjw8nJiYGIYPH85jjz1W7zhff4+bo7S0lC5dutC1a1fKy8vr/eziiy/G6XTy2muvNXmePXv2cPvttzNq1CiSkpIIDw+nX79+3HfffVRXV9cdFxUVRWJi4n6/QkJCWvxcRER84bI7ALGPYRjce++9jB8/nrvvvpuHHnpov8cWFBRw+OGHs27dOi688EKGDh3KsmXLePLJJ/nkk09YtGgRUVFR9R5z8803U1paymWXXYbH4+HJJ5/k/PPPp1evXj59Opafn89RRx3Fli1buPzyy+nfvz+ffvopxxxzTLOmWt144414vV6uueYaKioqePDBBznuuON4+eWXueiii7j00ks555xzeP3117n99tvp0aMH5557bt3jKysrOeGEE/jqq6+YNGkSV155JQUFBTz77LOMHj2azz77jOHDhzf7uV9xxRXMmjWL8847j2nTplFVVcXPP//MJ5980uRzaq2/j23btvHcc8/x+9//nrPPPhuXy8Wnn37K/fffz7Jly/j44499vu+N8SWGljy3v/zlL1RWVnLJJZcQHR1N37599xvDv/71rwb7PvzwQ1577TVSUlJa9f6efvrpZGdn88wzz3DzzTdz0EEHAdCzZ0+gde5/IH6Pmnqttsbz8vXfj4qKCo4//ngWLlzIcccdx7nnnktoaCg//PADb731FldeeSXQst9jX4SFhXHHHXdw8cUX88QTT3DttdcCcNNNN/H888/z+OOPc9ZZZzV5nrlz5/LGG29w8sknM3nyZCoqKvj3v//NjTfeiGEY3HDDDc2Ozev1UllZSWVlJaZpUlZWhmEYeDyeZp9LRKSOKZ3OggULTMD8+9//bpqmaY4fP970eDzmpk2b6o4BzJNPPrnu+5tvvtkEzMcff7zeuR577DETMG+99da6fS+88IIJmIMHDzbLy8vr9m/dutV0u93mWWed5VOcN910kwmYs2bNqrf/mmuuMQFzzJgxDZ7TCy+80CCOIUOG1Ivj3XffNQHT5XKZixcvrttfXl5upqammqNGjap3vYceesgEzDlz5tTbX1BQYGZmZtaLoznPPS4uzjzxxBObvA+NPbfW+vsoLy83KyoqGsRw6623moD57bffHjCu/WlODC15bn369DGLi4sbXNeXGBcvXmyGh4ebo0aNMktLS1scg6+v99rjFyxY0CCW1rj/zfk92t95fXmtBup5Nfd+3nfffSZg3nTTTQ3O7/V667ab83vcXFVVVebBBx9sJiUlmUVFRebDDz9sAuYdd9zh8zn27t3bYF9FRYWZlZVljh49ukVx1d7LX39169atRecSEamlaUvCfffdR0VFBbfddtt+j3n77bdJSkri0ksvrbf/sssuIykpibfffrvBY6ZOnYrb7a77PiMjgz59+vDzzz/7FNc777xDSkoK5513Xr39f/3rX316fK0pU6bUi+PII48EYOTIkfU+aXS73YwYMaJBfK+88gr9+vVj2LBh7Nq1q+6roqKC8ePH88UXXzT4BNeX5x4TE8OqVatYuXJls54PtN7fh9vtrpv2UFVVRV5eHrt27WLcuHEAfPvtt82OtbkxtOS5TZkyhfDw8GbHs2XLFiZOnEhycjLvvvsuoaGhLY7B39c7tM79D8TvkT+vVWjZ8/L1fs6ePZu4uDhuv/32BudwOPb9F9eS32NfOZ1O7r33Xnbu3Mmpp57KtGnTuOqqqxqNaX8iIiIAME2TwsJCdu3aRUFBAcnJyQ2mQ/nq/PPPxzTNel9a0C4i/lLyIAwZMoQ//elPzJ49mxUrVjR6zMaNG+nbty8uV/2Zbi6Xiz59+rBhw4YGj8nKymqwLyEhoW7OuNfrJScnp95XQUFB3bEbNmygd+/eDRZupqWlERsb6/Pz+20ccXFxAPTo0aPBsXFxcQ3mtP/444+sWbOGpKSkBl+zZs3C6/Wya9euZj13gEceeYS8vDwGDhxIz549ufjii3n33XfrzW/en9b4+6j1xBNPMGjQIDweD/Hx8SQlJdX1AsjLy2sytgPxJYaWPLc+ffo0O5aioiJOOeUUiouL+eCDD0hOTvYrBl/vb1MCff8D8Xvkz2u1VnOfl6/38+eff6Zfv351id/+tOT3uDlOOeUUhgwZwieffMKZZ57Jo48+2qzHv/766xx99NFEREQQExNTF9s333xD7969WxyXiEigac2DADBz5kz+85//8Ne//pX//ve/ATnn/qq1mKYJWJ/6/vYN/OTJkwPenGp/cfhaTcY0TQYOHHjANSFJSUk+nbv2uQOceuqpbNq0iY8++ohPP/2UefPm8fzzz3PkkUcyb968ep+6BoIvMT300ENcd911HHfccVx99dWkp6fjdrvZtm0b559/frPeLLY0hpZo7qiD1+vlzDPPZPXq1XzwwQccfPDBfl0fAvPcWvv+t5S/r9WWPK9Av1Za8nvcHP/+97/5/vvvAWtRs2EYPj/2hhtu4O9//zsnnXQSDz74IJmZmYSGhrJ+/Xouv/xyhgwZ0uK4REQCTcmDANan8FOmTOHRRx9ttE54VlYWP/30E1VVVfU+ja2qqmLt2rWNfkrYlNTUVObOnVtvX3p6er1r/vzzz3i93npvJLKzs8nPz2/29Vqqd+/e7Ny5k2OPPbbeNIhAiI+P59xzz+Xcc8/FNE1uvPFG7r//ft59913++Mc/7vdxrfH3AdZi4u7du/Pf//633nOdM2dOi87XEq313H7t6quv5r///S9PPPEExx9/fJvGcKA3la1x/wP1e9TUa7Wtn1etPn36sGbNGsrLyw+4ELg1f4//97//cd555/G73/2OkJAQZs2axbXXXlu3cPxAtm7dygMPPMDZZ5/N7Nmz6/2s9t/ioUOHBjReERF/aNqS1Ln11luJjo5utKrHaaedxs6dO3nuuefq7a+tOf673/2u2dcLDQ1l3Lhx9b769+9f9/NTTz2V3NxcXn755XqPu++++5p9LX+cd9555OTk7PcTy9zc3Gaf0+v1NnjjZhhG3SeMe/bsOeDjW+PvA6xPew3DqPfpblVVFffee2+LztcSrfXcaj3yyCM88cQTXHPNNUyZMqXNY4iMjAQa/ztujfvv7++Rr6/Vtn5etc455xzy8vKYOXNmg5/9+nqt8XsM1nqN008/ndGjRzN79mxmzpyJw+Hgpptu8unxW7ZswTRN+vXrV2//559/zgMPPAAoeRCR9kUjD1InMTGR66+/vtGF0zfccANvvPEGV1xxBUuXLmXIkCEsW7aM559/nr59+7aojGBTbrjhBl599VUuueQSlixZwsEHH8zChQv5+uuvSUxMDPj19ueaa65h7ty5XH/99XzyyScce+yxREdH88svvzB//nxCQ0NZsGBBs85ZVFREWloaEydOZMiQISQnJ7Nx40aefPJJ4uLimDBhwgEf31p/H3/4wx+46aabOPHEEzn99NMpLCzk1VdfbdPa8a35Wlu5ciXXXXcdqampDB06lFdeeaXez3v27Mlhhx3WqjEceuihOBwO7r77bvLy8oiIiKBHjx6MHDmyVe6/v79Hvr5W2/p51brmmmt4//33mTlzJosXL+a4444jNDSUVatW8dNPPzFv3ry645rze9y9e3c2b958wGlSq1ev5qSTTqJPnz688847eDweevbsyUUXXcRTTz3Fl19+2WRZ6gEDBhAfH88DDzxAdXU1ycnJLFq0iPnz5xMfH4/H46lbpyUi0i60aW0naRd+W6r114qLi820tLQGpVpN0zR37NhhTpkyxczIyDBdLpeZkZFhTp061dy5c2e94w5UsnHMmDHNKhW4efNm8/e//70ZFRVlRkVFmaeccoq5bt06s1u3bj6Xam0sDsCcPHlyg/2TJ082G/u1qKysNB999FFz+PDhZnh4uBkeHm726tXLPPvss82PP/642c+9vLzcvPHGG81DDz3UjI+PN91ut9mtWzfzggsuMNeuXVvvcfsrydkafx9VVVXmPffcY/bs2dN0u91m165dzeuvv95cvXq1CZjTp09vMq7GNPc1EYjn1liMtd/v7+vXr4nWfL2/+OKL5kEHHWSGhITUu25r3X9ff48aO29zXquBeF4tuZ+lpaXmzJkzzf79+5sej8eMiYkxhw8f3qDUrq+/x6ZpmgkJCWZ6evoB72mXLl3Mnj17mjk5OfV+tm3bNjMsLMw8/PDD9/v4X/vqq6/MkSNHmmFhYWZaWpp56aWXmlu3bjUjIyPN008/3adziIi0FcM0/VypKCIi0oGsWLGCQw45hFmzZtV1zhYREYvWPIiIiPzKxx9/zCGHHMLkyZPtDkVEpN3RyIOIiIiIiPhEIw8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuITJQ8iIiIiIuKT/wcbylfx/Qn9GwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "setup = MandelSetup(params=model_params)\n",
    "pp.run_time_dependent_model(model=setup)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the plots from above, the solid lines represent the exact solutions and the dots\n",
    "the numerical approximations obtained with MPSA/MPFA-FV. Each line corresponds to a\n",
    "scheduled time, with $\\tau$ denoting the dimensionless time.\n",
    "\n",
    "The last plot shows the degree of consolidation (a dimensionless quantity measuring\n",
    "the state of consolidation of the soil) as a function of time."
   ]
  },
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    "## References\n",
    "\n",
    "[1] Varela, J., Gasda, S. E., Keilegavlen, E., & Nordbotten, J. M. (2021). A\n",
    "Finite-Volume-Based Module for Unsaturated Poroelasticity. Advanced Modeling with the\n",
    "MATLAB Reservoir Simulation Toolbox.\n",
    "\n",
    "[2] Nordbotten, J. M. (2016). Stable cell-centered finite volume discretization for Biot\n",
    "equations. SIAM Journal on Numerical Analysis, 54(2), 942-968.\n",
    "\n",
    "[3] Keilegavlen, E., Berge, R., Fumagalli, A., Starnoni, M., Stefansson, I., Varela, J.,\n",
    "& Berre, I. (2021). Porepy: An open-source software for simulation of multiphysics\n",
    "processes in fractured porous media. Computational Geosciences, 25, 243-265."
   ]
  },
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    "## What we have explored\n",
    "\n",
    "We have shown how to set up and run an instance of ``MandelSetup`` to simulate Mandel's consolidation problem of poroelasticity."
   ]
  },
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